Embeddings
Vector embeddings and similarity
microsoft-docs
by MicrosoftDocs
Query official Microsoft documentation to understand concepts, find tutorials, and learn how services work. Use for Azure, .NET, Microsoft 365, Windows, Power Platform, and all Microsoft technologies. Get accurate, current information from learn.microsoft.com and other official Microsoft websites—architecture overviews, quickstarts, configuration guides, limits, and best practices.
arxiv-automation
by aAAaqwq
"Search and monitor arXiv papers. Query by topic, author, or category. Track new papers, download PDFs, and summarize abstracts for research workflows."
chatwork-tool
by xuiltul
Chatwork連携ツール。メッセージ送信・受信・検索・未返信確認・ルーム一覧取得を行う。 「チャットワーク」「Chatwork」「CW」「未返信」「ルーム」「メンション」
web-search-tool
by xuiltul
Web search tool. Search the internet using Brave Search API. "search" "web search" "look up" "brave"
slack-tool
by xuiltul
Slack integration tool. Send/receive messages, search, check unreplied, list channels. "slack" "channel" "thread"
slack-tool
by xuiltul
Slack連携ツール。メッセージ送信・取得・検索・未返信確認・チャンネル一覧。 「Slack」「スラック」「チャンネル」「スレッド」
x-search-tool
by xuiltul
X (Twitter) search tool. Keyword search and user tweet retrieval. "X" "twitter" "tweet" "post" "social search"
chatwork-tool
by xuiltul
Chatwork integration tool. Send/receive messages, search, check unreplied, list rooms. "chatwork" "CW" "unreplied" "room" "mention"
web-search-tool
by xuiltul
Web検索ツール。Brave Search APIを使用してインターネットを検索する。 「検索」「ウェブ検索」「Web検索」「調べる」「ググる」「Brave」
langchain4j-rag-implementation-patterns
by giuseppe-trisciuoglio
Provides Retrieval-Augmented Generation (RAG) implementation patterns with LangChain4j. Handles document ingestion pipelines, embedding stores, vector search strategies, and knowledge-enhanced AI applications. Use when creating question-answering systems over document collections or AI assistants with external knowledge bases.
synalinks
by SynaLinks
Build neuro-symbolic LLM applications with Synalinks framework. Use when working with DataModel, Program, Generator, Module, training LLM pipelines, in-context learning, structured output, JSON operators, Branch/Decision control flow, FunctionCallingAgent, RAG/KAG, or Keras-like LLM workflows.
idea-generation
by lingzhi227
Generate novel research ideas with iterative refinement and novelty checking against literature. Score ideas on Interestingness, Feasibility, and Novelty. Use when brainstorming research directions or validating idea novelty.
x-search-tool
by xuiltul
X（Twitter）検索ツール。キーワード検索とユーザーツイート取得。 「X」「Twitter」「ツイート」「ポスト」「SNS検索」
novelty-assessment
by lingzhi227
Assess research idea novelty through systematic literature search. Multi-round search-evaluate loops with harsh critic persona. Binary novel/not-novel decision with justification. Use before committing to a research direction.
agent-memory
by TerminalSkills
Add persistent memory to AI coding agents — file-based, vector, and semantic search memory systems that survive between sessions. Use when a user asks to "remember this", "add memory to my agent", "persist context between sessions", "build a knowledge base for my agent", "set up agent memory", or "make my AI remember things". Covers file-based memory (MEMORY.md), SQLite with embeddings, vector databases (ChromaDB, Pinecone), semantic search, memory consolidation, and automatic context injection.
perf-benchmarker
by ComposioHQ
"Use when running performance benchmarks, establishing baselines, or validating regressions with sequential runs. Enforces 60s minimum runs (30s only for binary search) and no parallel benchmarks."
docx-processing-superdoc
by lawvable
Searches, replaces, and reads text in Word documents. Use when the user asks to edit, search, or extract text from .docx files.
zai-cli
by numman-ali
Z.AI CLI providing: - Vision: image/video analysis, OCR, UI-to-code, error diagnosis (GLM-4.6V) - Search: real-time web search with domain/recency filtering - Reader: web page to markdown extraction - Repo: GitHub code search and reading via ZRead - Tools: MCP tool discovery and raw calls - Code: TypeScript tool chaining Use for visual content analysis, web search, page reading, or GitHub exploration. Requires Z_AI_API_KEY.
survey-generation
by lingzhi227
Generate complete academic survey papers using multi-LLM parallel outline generation, RAG-based subsection writing, citation validation, and local coherence enhancement. Based on AutoSurvey pipeline. Use for writing comprehensive literature surveys.
linear-search
by Finesssee
Search Linear issues and projects. Use when finding issues, looking up bugs, or searching the backlog.
qmd-knowledge
by jellydn
Project-specific knowledge management system using qmd MCP server. Captures learnings, issue notes, and conventions in a searchable knowledge base.
web-search
by bear2u
DuckDuckGo를 사용한 웹 검색. 텍스트, 뉴스, 이미지 검색을 지원. 빌트인 WebSearch가 제한적이거나, 뉴스/이미지 검색, 지역/기간 필터가 필요할 때 사용. "검색해줘", "찾아줘", "search", "뉴스 검색", "이미지 검색" 등의 요청 시 활성화.
web-search
by bear2u
DuckDuckGo를 사용한 웹 검색. 텍스트, 뉴스, 이미지 검색을 지원. 빌트인 WebSearch가 제한적이거나, 뉴스/이미지 검색, 지역/기간 필터가 필요할 때 사용. "검색해줘", "찾아줘", "search", "뉴스 검색", "이미지 검색" 등의 요청 시 활성화.
prior-art-search
by RobThePCGuy
Systematic 7-step methodology for comprehensive patent prior art searches and patentability assessments using BigQuery and CPC classification