HR Policy Chatbot
Enables HR departments to provide workplace policy information through a RAG-based chatbot that indexes, retrieves, and generates answers from PDF…
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GroundX RAG
Integrates with GroundX to provide document search and ingestion capabilities, enabling domain-specific knowledge retrieval without requiring direct access to…
Ragmap
RAG-focused MCP subregistry and server to discover and route to retrieval-capable MCP servers with semantic search, filters, and explainable ranking.
Local Flow
A minimal, local, GPU-accelerated RAG server for document ingestion and querying.
ACG Mcp
Standalone MCP server for the Audited Context Generation (ACG) Protocol — verifiable fact-checking and grounded RAG via MongoDB.
MCP Agent
A lightweight, local MCP server in Python that enables RAG search through AWS Lambda.
Libragen
Create private, local RAG libraries that work offline—no API keys, no cloud services. Share them as single files your whole team can use.
DevRag
Free local RAG for Claude Code - Save tokens & time with vector search. Indexes markdown docs and finds relevant info without reading entire files (40x fewer…
Add Nanobot Customer Service
一個基於 Model Context Protocol (MCP) 的智慧客服 RAG 伺服器。本工具允許 AI 客戶端（如 Cursor、Claude Desktop）透過標準化 Tool 呼叫直接檢索平台的操作說明、常見問題與遊客須知知識庫。具備嚴格的防瞎掰機制，查無資料時誠實告知，確保 AI…
Webz.io News Search
Search global news using natural language. Webz.io News Search API returns the most relevant articles and content, with filters for source, country, language…
Github
# Tavily MCP Server 🚀 …
Crawleo Mcp Server
Crawleo MCP - Web Search & Crawl for AI Enable AI assistants to access real-time web data through native tool integration. Two Powerful Tools: web.search -…
🚀 Product Hunt MCP Server
# 🚀 Product Hunt MCP Server [](https://pypi.org/project/product-hunt-mcp/) [
Qdrant Docs Rag
Retrieve and process documentation using vector search to provide context for AI assistants.
Brave Search MCP Server
An MCP Server implementation that integrates the Brave Search API, providing, Web Search, Local Points of Interest Search, Image Search, Video Search, News…
RAG Documentation MCP Server
Enables AI assistants to enhance their responses with relevant documentation through a semantic vector search, offering tools for managing and processing…
PDF Search
Built for Zed to enable semantic searching of PDF documents using a Qdrant vector database and OpenAI embeddings.
Pdf(paper) Figures Extraction Mcp Serever
# Figure Extractor API and MCP Server Extract figures and tables from PDF documents using this FastAPI-based service. The Figure Extractor API and MCP Server…
Qdrant RAG MCP Server
A semantic search server for codebases using Qdrant, featuring intelligent GitHub issue and project management.
x-archive-rag
Local-first MCP tools for searching and drafting from your X/Twitter archive.
Gemini Embedding 2 Mcp
A powerful Model Context Protocol (MCP) server using gemini embedding 3 that transforms any local directory into an ultrafast, visually-aware spatial search…
CrustAPI
MCP server for CrustAPI. Live Google Search, Maps, News, Images and Reviews for AI agents. Pay only for results.
MCP SOP Server
A Model Context Protocol (MCP) server for accessing and searching Standard Operating Procedures (SOPs) with Italian language support.
AI - Research Assistant
AI - Research Assistant is a Model Context Protocol (MCP) server that provides AI models with comprehensive access to the Semantic Scholar Academic Graph API…