向量嵌入
向量检索与嵌入工作流
arxiv-search
HanLi0705
Search arXiv preprint repository for academic papers in physics, mathematics, computer science, and related fields
lark-docs
SerendipityOneInc
Access and search Lark/Feishu cloud documents with user permissions (飞书云文档权限访问)
forge-resume
fwehrling
FORGE Resume — Resumes an existing FORGE project. Analyzes the current state, identifies the next action, and proposes to continue development. Usage: /forge-resume
faq-finder
Ontos-AI
Searches for and retrieves information from FAQ (Frequently Asked Questions) pages based on keywords.
opentable
evansking
Search restaurants and check availability on OpenTable via browser automation.
local-knowledge
terraphim
Leverage personal notes and documentation through Terraphim's role-based search. AI agents can search developer's local knowledge organized by domain (Rust, frontend, architecture) using the terraphim-agent REPL commands.
nanoserp
fkodom
"Free web search and page scraping via DuckDuckGo. Use when the agent needs to search the web for information, fetch and read webpage contents, or gather links from a page. Triggers on tasks requiring web search, web scraping, URL fetching, or internet research. No API keys or accounts needed."
skills-discovery
dereknex
Search for and install Agent Skills that give you specialized capabilities. Before starting work, ask might a skill exist that handles this better than my base knowledge? If the task involves specific technologies, frameworks, file formats, or expert domains. Search proactively, even if the user doesn't mention skills. Skills encode best practices, tools, and techniques you wouldn't otherwise have. Also use when users explicitly ask to find, install, or manage skills.
context7-skills
narumiruna
Use when managing Context7 CLI skills with npx ctx7 (search, install, list, remove, info).
google-images-crawler
xdrshjr
Crawl high-resolution original images from Google Images search. Use when user needs to (1) Search and download images from Google, (2) Get original/full-size images instead of thumbnails, (3) Batch download images by keyword, (4) Extract image URLs from Google Images search results. Supports specifying number of images, filtering by size, and downloading to local storage.
session-search
terraphim
Search and analyze AI coding assistant session history using Terraphim. Find past conversations, discover patterns, and learn from previous work. Supports Claude Code, Cursor, Aider, and other AI coding assistants.
exa-tool
ClaireAICodes
Exa MCP integration for advanced search, research, and crawling.
architecting-memory
Git-Fg
"Implements progression from Vector RAG → GraphRAG → Temporal Knowledge Graphs. Use when designing persistent memory architectures for AI agent systems."
ezcater-research
dhughes
This skill should be used when the user asks to "investigate ezCater systems", "research architectural decisions", "understand code evolution", "find historical context", "analyze project history", "search internal documentation", or needs to understand why technical decisions were made at ezCater. Use this for lighter research where the user doesn't explicitly request "deep research" (which triggers the agent).
ast-grep
buildrtech
Guide for writing ast-grep rules to perform structural code search and analysis. Use when users need to search codebases using Abstract Syntax Tree (AST) patterns, find specific code structures, or perform complex code queries that go beyond simple text search. This skill should be used when users ask to search for code patterns, find specific language constructs, or locate code with particular structural characteristics.
redis-best-practices
simba-git
Redis performance optimization and best practices. Use this skill when working with Redis data structures, Redis Query Engine (RQE), vector search with RedisVL, semantic caching with LangCache, or optimizing Redis performance.
knowledge-searching
mzt-76
"OBLIGATOIRE pour toute question factuelle sur la nutrition — proteines, macros, deficit, supplements, regimes, BMR. Charge ce skill ET appelle retrieve_relevant_documents AVANT de repondre. Ne jamais repondre de memoire sur des sujets nutritionnels."
skills-sh-searcher
Ontos-AI
Search and download skills from skills.sh ecosystem. Use when user needs to find and install skills from the skills.sh marketplace for specific tasks like PDF processing, document editing, web scraping, etc.
building-native-ui
alfredang
Complete guide for building beautiful apps with Expo Router. Covers fundamentals, styling, components, navigation, animations, patterns, and native tabs.
qmd
evansking
Local hybrid search for markdown notes and docs. Use when searching notes, finding related content, or retrieving documents from indexed collections.
a11y-semantics-pass
velcrafting
Improve semantics and accessibility coverage for UI changes (roles, labels, focus, keyboard, ARIA correctness).
ferrite
jpbonch
Use this skill to get external capabilities on demand. It lets you find and use APIs/services for web search, maps/place lookup, scraping, enrichment, social/news data, image/video generation, text-to-speech, and speech-to-text through one flow.
git-ai-code-search
mars167
Semantic code search and codebase understanding using git-ai MCP tools. Use when: (1) Searching for symbols, functions, or semantic concepts, (2) Understanding project architecture, (3) Analyzing call graphs and code relationships. Triggers: "find X", "search for X", "who calls X", "where is X", "understand this codebase".
quickwit-log-search
terraphim
Log exploration and analysis using Quickwit search engine. Incident investigation, error pattern analysis, and observability workflows. Three index discovery modes for different performance and convenience trade-offs.