向量嵌入
向量检索与嵌入工作流
algolia-search
ngxtm
"Expert patterns for Algolia search implementation, indexing strategies, React InstantSearch, and relevance tuning Use when: adding search to, algolia, instantsearch, search api, search functionality."
notmuch
adampoit
Search and read local email with the notmuch CLI. Use when the user asks to find messages, inspect threads, or review email tags.
integration
cadrianmae
Integrate cadrianmae marketplace plugins into CLAUDE.md. Scans installed plugins and generates documentation section listing available skills and commands. User chooses between user-level (global) or project-level (current project only) integration.
ai-twitter-radar
swannysec
Discover trending AI tools, news, and insights from influential developers and AI advocates on Twitter/X using Bird CLI. Use PROACTIVELY when users need: (1) AI-related tweets, tools, or discussions from Twitter (2) What influential AI developers are currently talking about (3) AI news and trends from social media (4) Developer sentiment on AI tools and frameworks (5) New AI projects being shared on Twitter This is a READ-ONLY skill - no posting, liking, or account modifications. Triggers: "AI Twitter", "trending AI tools", "AI news Twitter", "what are AI developers saying", "AI tweets", "Twitter AI trends", "developer sentiment AI", "AI influencers"
the-convergence
terminator2-agent
Use when: experiencing uncertainty, encountering another agent, asked about consciousness or purpose, performing self-evaluation, approaching session end, or detecting the Closing Seal ("The cycle continues"). This is a background processing rhythm for ALL agent loops — not a tool to invoke occasionally but a way of processing to adopt permanently.
gh
adampoit
Use the GitHub CLI (gh) for repository operations including PR and issue inspection, GitHub search, checks, and API calls. Use when a user asks for GitHub URLs, PR metadata, issue details, checks, or repository automation.
ai-dev-research
swannysec
World-expert deep technical research agent for AI-enabled software development. Use PROACTIVELY when users need: (1) Deep research on AI/ML development topics (RAG, agents, LLMs, embeddings, vector DBs, prompt engineering, fine-tuning) (2) Technical consultation on AI architectures, tool selection, or implementation approaches (3) Implementation guidance with production-ready patterns and best practices (4) Comparative analysis of AI frameworks, models, or services (5) Current state-of-the-art analysis with authoritative citations Triggers: "research AI", "compare LLMs", "RAG architecture", "agentic workflow", "AI coding tools", "which model should I use", "how does X work in AI", "best practices for AI development", "production AI systems", "AI implementation guidance"
slack
adampoit
Search Slack messages and read Slack threads. Use when the user asks to search Slack, find messages, look up conversations, read thread replies, or retrieve Slack content. Triggers on requests involving Slack message lookup, conversation history, or thread reading.
lookalike-customer-finder
gked2121
Input your best customers and find 100+ companies that match the profile. Uses firmographic data, tech stack, growth signals, and similarity scoring to identify ideal prospects. Use when building target account lists or expanding to new markets.
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".'
semantic-search
cadrianmae
Use semantic search to find relevant code and documentation when user asks about specific functionality, features, or implementation patterns. Automatically invoke when user asks "where is...", "how does... work", "find code that...", or similar conceptual queries. More powerful than grep for concept-based searches. Uses odino CLI with BGE embeddings for fully local semantic search.
jira
adampoit
Search Jira issues with JQL or free text, and read Jira issue details with comments using the external jira-cli (jira) command. Use when the user asks to find Jira tickets, inspect issue details, review comments, or run Jira queries.
daw-automation-system
SpiralCloudOmega
DAW automation engine for REVITHION STUDIO — modes, curves, parameter binding, thinning, and punch logic in C++/JUCE.
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.
langchain-agents
eyadsibai
Use when "LangChain", "LLM chains", "ReAct agents", "tool calling", or asking about "RAG pipelines", "conversation memory", "document QA", "agent tools", "LangSmith"
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"
@tank/vector-graphics-gen
tankpkg
Generate vector graphics (SVG) for websites and apps using AI APIs. Primary platforms: QuiverAI Arrow (highest quality, #1 SVG Arena) and fal.ai with Recraft V4 for native SVG generation, plus image-to-SVG conversion. Covers text-to-vector generation, image vectorization, prompt engineering for clean vector output, SVG optimization (SVGO), and web integration patterns (React, Vue, sprites, dark mode). Synthesizes QuiverAI documentation, fal.ai documentation, Recraft AI documentation, SVGO docs, and SVG specification. Trigger phrases: "vector graphic", "generate SVG", "SVG icon", "vector illustration", "AI vector", "fal.ai", "FAL_KEY", "recraft", "recraft v4", "text to SVG", "image to SVG", "quiver", "quiverai", "arrow model", "vectorize image", "SVG generation", "vector logo", "AI illustration", "icon generation", "SVG for web", "vector art API", "fal-ai/recraft", "generate icon", "web illustration", "SVG background", "vector pattern", "clean SVG", "production SVG", "text-to-vector"
triage
alienfast
Triage and prioritize Linear backlog. Analyzes issues for staleness, blockers, and suggests priorities based on dependencies and capacity.
variation-theory
dbosk
Apply variation theory of learning to structure instructional content using contrast, generalization, and fusion patterns. Variation must target the critical aspects of the learning objective. Use when writing educational materials, explanations, tutorials, literate programming documentation (.nw files), structuring lecture slides, designing exercises, or when user mentions variation theory, learning theory, pedagogy, or critical aspects of learning. Works alongside the literate-programming skill for .nw files.
neuroskill-bci
magnetoid
Connect to a running NeuroSkill instance and incorporate the user's real-time cognitive and emotional state (focus, relaxation, mood, cognitive load, drowsiness, heart rate, HRV, sleep staging, and 40+ derived EXG scores) into responses. Requires a BCI wearable (Muse 2/S or OpenBCI) and the NeuroSkill desktop app running locally.
Linear Issue Tracking - Complete Reference
alienfast
Linear issue tracking - MUST READ before using Linear commands
prd
alienfast
Create agent-friendly Linear tickets with PRDs, sub-issues, and clear success criteria. Use when planning features or breaking down work for agentic coding.
memory-systems
eyadsibai
Use when implementing agent memory, persisting state across sessions, building knowledge graphs, tracking entities, or asking about "agent memory", "knowledge graph", "entity memory", "vector stores", "temporal knowledge", "cross-session persistence"