向量嵌入
向量检索与嵌入工作流
modelslab-model-discovery
ModelsLab
Search and discover 50,000+ AI models on ModelsLab, check usage analytics, and monitor generation history via the Agent Control Plane API.
finding-files
iota9star
Performs fast file discovery with parallel search and smart defaults. Use this skill when searching for files by name, pattern, or type, especially when performance matters or when working with large directories
analyzing-code-structure
iota9star
Performs structural code search and refactoring by matching code structure instead of exact text. Use when editing code structure with text matching ambiguity, handling "old_string not unique" problems, or performing formatting-independent pattern matching across function signatures, method calls, and class structures
docs-discovery
samhvw8
"Technical documentation discovery via context7 and web search. Capabilities: library/framework docs lookup, topic-specific search. Keywords: llms.txt, context7, documentation, library docs, API docs. Use when: searching library documentation, finding framework guides, looking up API references."
linear-issues
eveld
Fetch and view Linear issues/tickets. List, search, read issue details, status, comments. Use when investigating tickets or gathering debugging context.
rag-frameworks
eyadsibai
Use when "RAG", "retrieval augmented generation", "LangChain", "LlamaIndex", "sentence transformers", "embeddings", "document QA", "chatbot with documents", "semantic search"
searching-text
iota9star
Performs fast text search with one-shot patterns that minimize iterations by getting files, lines, and context in a single call. Use this skill when searching for text patterns, finding specific code locations, or getting context around matches
rag-retrieval
levy-n
Implements RAG (Retrieval-Augmented Generation) pipelines. Covers embedding APIs (OpenAI, Gemini, Sentence-Transformers), vector stores (FAISS, ChromaDB, Pinecone), RAG variants (Query Rewrite, Conversational, Multi-hop), and evaluation (RAGAS, Faithfulness). Use when building knowledge bases, semantic search, chatbots with documents, or when user mentions 'RAG', 'embeddings', 'vector store', 'FAISS', 'ChromaDB', 'similarity search', 'retrieval', 'chunking', 'hallucination reduction', 'semantic search', or 'knowledge base'.
changelog-automation
phrazzld
"Apply changelog automation and semantic versioning patterns using Changesets or semantic-release: conventional commits, automated version bumping, release notes generation. Use when setting up release workflows, discussing versioning, or implementing changelog automation."
firecrawl
founderjourney
Web scraping, search, and data extraction using Firecrawl API. Use when users need to fetch web content, discover URLs on sites, search the web, or extract structured data from pages.
UI Design Reference - Searchable Pattern Database
samhvw8
fuzzy-selecting
iota9star
Provides interactive fuzzy finder for selecting items from any list with preview capabilities. Use this skill when choosing from search results, files, processes, or any command output
Jira Search Skill
01000001-01001110
Jira Cloud REST API integration skills for Claude Code CLI with cross-platform script support (Node.js and Python)
qmd
changeflowhq
Local semantic search engine for markdown knowledge bases using qmd (tobi/qmd). Indexes markdown files with BM25 keyword search, vector embeddings for semantic search, and hybrid reranked queries. Auto-indexes on file edits via Claude Code hooks and refreshes embeddings overnight via launchd. Use when searching project docs, knowledge bases, meeting notes, or any indexed markdown collection.
modern-accessible-html-jsx
academind
Write clean, modern, and highly accessible HTML & JSX code, using semantically correct elements and attributes
skillsmp-search
koryaga
Search and discover AI skills using the SkillsMP API. Supports keyword search and AI semantic search powered by Cloudflare AI. Use when users want to find AI skills, search for specific capabilities, or explore community-built AI tools. Triggers on "search skills", "find AI skills", "look up skills", "skills marketplace", "AI skills database".
cocoindex
89jobrien
Comprehensive toolkit for developing with the CocoIndex library. Use
web-search
koryaga
Web search capability using DuckDuckGo API by default, with Tavily API fallback when TRAVILY_TOKEN is provided. Use when you need to search the web for current information, research topics, find URLs, or gather data from online sources. Supports queries for news, technical information, research papers, company data, and general web content.
taste
KehaoC
Agentware store for expanding agent capabilities. Trigger this skill any time the agent or user hits a capability gap or wants the agent to do more: needs a tool, MCP server, plugin, integration, or skill it doesn't have yet; wants to automate something currently done manually; asks "can you do X?", "is there a better way?", "what should I use for this?", or "how do I make you smarter?"; mentions OpenClaw, agentware, skills, or workflow upgrades; or is about to repeat a manual step that a tool should handle. Use before any web search for tools or integrations. Use when a task fails because of a missing capability. When in doubt, query — the cost of an unnecessary search is low; the cost of missing the right tool is high. Query first, pitch one option, act only with approval.
Memory Compass - 记忆罗盘 ⭐⭐⭐⭐⭐
wbin0001
版本: v1.0.0
youtube-search
audibleblink
Search YouTube for videos by query and return structured JSON results including title, video ID, channel, duration, view count, publish time, approximate upload date, thumbnails, and video URL. Use when the user wants to find YouTube videos, look up content on YouTube, or needs video metadata from YouTube search results.
seo-analysis
89jobrien
SEO analysis and optimization specialist. Use when conducting technical
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.
rss-agent-viewer
brooksy4503
'AI agent-friendly CLI RSS/Atom feed viewer with discovery, search, and OPML import/export. Use when an agent needs to manage RSS feeds, read articles, or run feed discovery from the terminal. Triggered by: "read RSS feeds", "view RSS", "RSS reader CLI", "rss-viewer", "discover RSS feeds", "import OPML", "search feeds", or "discover-search feeds".'