向量嵌入
向量检索与嵌入工作流
avalonia-layout-zafiro
automindtechnologie-jpg
Guidelines for modern Avalonia UI layout using Zafiro.Avalonia, emphasizing shared styles, generic components, and avoiding XAML redundancy.
pitstop
kea0811
Use when working on Pitstop — a phone-first Next.js PWA that catalogs a diecast-car collection via UPC barcode scanning and in-browser visual matching (DINOv2 embeddings), with Supabase auth/storage and MongoDB persistence. Covers env setup, the architecture map, and the gotchas that bite.
ai-agent-super-skill
anavvanzin
Comprehensive AI agent building skill merging Perplexity Computer's skill creation, webserver, and automation capabilities with Claude Code's agent orchestration, MCP server building, RAG system construction, subagent coordination, parallel agent dispatching, prompt optimization, and execution planning. Covers designing AI agents, building MCP servers, creating RAG pipelines, orchestrating multi-agent systems, optimizing prompts, and deploying AI-powered workflows. Use when building AI agents, creating MCP servers, designing RAG systems, coordinating subagents, optimizing prompts, or architecting any AI-powered automation.
rag-enhancement
jamelna-apps
When user asks "explain", "how does", "understand", "background on", "context for", or needs deep explanations with retrieved history. Auto-enhances answers with decision history and patterns.
skill-hub
naohainezha
Search, install, and manage Alma skills from the skills.sh ecosystem. Use when the user needs a capability Alma doesn't have yet, or when you encounter a task you can't do with current skills.
rag-implementation
Cursedpotential
Build Retrieval-Augmented Generation (RAG) systems for LLM applications with vector databases and semantic search. Use when implementing knowledge-grounded AI, building document Q&A systems, or integrating LLMs with external knowledge bases.
blockrun
automindtechnologie-jpg
Use when user needs capabilities Claude lacks (image generation, real-time X/Twitter data) or explicitly requests external models ("blockrun", "use grok", "use gpt", "dall-e", "deepseek")
typesense
manifoldhiker
Search, index, and manage documents in Typesense collections. Use when the user mentions Typesense, asks about search indexing, needs help with search queries, collection schemas, or document import/export for Typesense.
tool-grok-search
captaindpt
Use the grok_search tool to search X/web/news via xAI Grok Live Search (paid) and return an answer plus citations.
redis
acejou27
Redis in-memory data structure store - use for caching, session management, pub/sub, real-time analytics, and key-value storage
sutter-exceptional-cpp
copyleftdev
Write C++ code following Herb Sutter's exceptional C++ principles. Emphasizes exception safety, const correctness, modern idioms, and defensive programming. Use when writing robust, production-quality C++ that must handle errors gracefully.
x-twitter-search
coopergwrenn
Search X/Twitter for tweets, trends, and mentions using the Twitter API v2. Use when the user asks to search Twitter, find tweets, check trending topics, or look up Twitter mentions. Read-only — cannot post tweets.
Vector Memory Skill
sdamarketing
Developed for Aister â a bold, effective AI assistant with a cowboy hat ð¤
memory-aegis
copi4800-bit
"Graph-based cognitive memory engine for AI agents. Extracts entities/relationships from text, stores as knowledge graph in SQLite with vector embeddings, retrieves via hybrid search (Vector + BM25). Supports entity resolution, temporal queries, conflict detection, scope isolation, self-reflective memory decay, and procedural memory with action loop."
clip
majiayu000
OpenAI's model connecting vision and language. Enables zero-shot image classification, image-text matching, and cross-modal retrieval. Trained on 400M image-text pairs. Use for image search, content moderation, or vision-language tasks without fine-tuning. Best for general-purpose image understanding.
carbon-icons
CoRLab-Tech
Carbon Design System icon usage for React components. MANDATORY when any component includes an icon. Use when implementing UI components that need icons, building atoms/molecules/organisms with icon elements, or adding icons to buttons, inputs, navigation, or any other UI element. Covers icon imports, sizing, color, alignment, touch targets, and the V-Shield Design System icon labeling system.
accessibility-auditor
slurpyb
Reviews UI components for WCAG compliance, ARIA attributes, keyboard navigation, and screen reader support. Use when building frontend components or user requests accessibility improvements.
qmd
montyanderson
Search and retrieve documents from local markdown knowledge bases using the qmd CLI (Quick Markdown Search). This skill should be used when searching notes, documentation, meeting transcripts, or any indexed markdown content. Triggers on requests like "search my notes for...", "find in my knowledge base...", "what do my notes say about...", or any query that needs to search local markdown files.
cp-skills-cpp
area44
A structured competitive programming knowledge base focused on algorithmic thinking, data structures, and high-performance C++ implementations.
core-actionbook
lywa1998
Claude Code Setting
content-strategy
Jackiexiao
（中文）When the user wants to plan a content strategy, decide what content to create, or figure out what topics to cover. Also use when the user mentions "content strategy," "what should I write about," "content ideas," "blog strategy," "topic clusters," or "content planning." For writing individual pieces, see copywriting. For SEO-specific audits, see seo-audit.
morning-brief
spoonbobo
Schedule and deliver a personalized morning briefing every day — covering news, tasks, content drafts, and AI-recommended actions — via Telegram, Discord, iMessage, or any connected channel.
_data-ai-mastery
TriNgo0108
Master Python programming, Data Science, AI/LLM engineering, and Database administration. Use this as a central index to access specialized sub-skills.
query
Barneyjm
"Search for places using natural language with Camino AI's location intelligence API. Returns relevant results with coordinates, distances, and metadata. Use when you need to find real-world locations like restaurants, shops, landmarks, or any point of interest."