Crawl4ai Rag
<h1 align="center">Crawl4AI RAG MCP Server</h1> <p align="center"> <em>Web Crawling and RAG Capabilities for AI Agents and AI Coding Assistants</em> </p> A…
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MCP Server with FAISS for RAG
# MCP Server with FAISS for RAG This project provides a proof-of-concept implementation of a Machine Conversation Protocol (MCP) server that allows an AI agent…
MCP RAG Server
# MCP RAG Server <!-- Badges --> [](https://www.npmjs.com/package/@sylphlab/mcp-rag-ser…
Apple RAG MCP
Transform your AI agents into Apple development experts! Apple RAG MCP gives you instant access to official Swift docs, design guidelines, and comprehensive…
Rag Starter
# rag-starter — chat with your documents (RAG), with citations A production-ready starter that turns a folder of documents into a **cited Q&A service**. Drop…
MCP-RAG: Modular RAG Pipeline using MCP & GroundX
MCP server Implantation for RAG (GroundX API)
MCP RAG Server
# MCP RAG Server MCP RAG Serverは、Model Context Protocol (MCP)に準拠したRAG（Retrieval-Augmented Generation）機能を持つPythonサーバーです。マークダウン、テキスト、パワーポイント、PDFなど複数の形式のドキュメントをデータ…
mcp-server-for-rag
# RAGのためのMCPサーバーマイクロサービス群 WebページをクロールしてElasticsearchに保存し、Claude Desktop や Cline から検索できるようにするMCPサーバーです。 Dockerだけで完結するため、ローカル環境を汚さずにすぐにRAG（検索拡張生成）を試すことができます。…
Wandering RAG
A CLI tool for personal RAG that retrieves data from Notion, Obsidian, Apple Notes, etc., stored in Qdrant and exposed as an MCP server.
Le Chat Ai Mcp Server
# Le Chat AI MCP Server > Le Chat AI: Independent guide to Mistral's Le Chat [
mcp-agentic-rag
mcp-agentic-rag is an MCP server and client implementation for building agentic Retrieval-Augmented Generation (RAG) applications. It exposes tools that…
RAG Application
A demo of Retrieval-Augmented Generation (RAG) application with MCP server integration.
MCP with RAG Demo
This demonstration project shows how to implement a Model Context Protocol (MCP) server with Retrieval-Augmented Generation (RAG) capabilities. The demo allows…
MCP RAG
AI-powered Chat System with multiple MCP servers.
MCP-RAG
AI-powered Chat System with multiple MCP servers.
Search Engine with RAG and MCP
Search Engine with RAG and MCP is a search engine that combines LangChain, Model Context Protocol (MCP), Retrieval-Augmented Generation (RAG), and Ollama to…
Crawl4AI RAG MCP Server
A distributed Model Context Protocol (MCP) server implementing an intelligent web ingestion and retrieval-augmented generation pipeline for AI agents and…
Onyx MCP Server
[](https://mseep.ai/app/lupuletic-onyx-mcp-server) # Onyx MCP…
Customer Support RAG Chatbot
# Customer Support RAG Chatbot A Retrieval-Augmented Generation (RAG) chatbot trained on customer support documentation to assist users by answering queries…
RAG MCP Server（RAGDB)
MCP対応のRAGシステム。Markdownドキュメントをベクトル化し、自然言語で高速検索。LibSQL、Qdrant、PostgreSQLに対応してます。
Local iMessage RAG MCP Server
iMessage RAG MCP Server from Anthropic MCP Hackathon (NYC)
Local Rag
Semantic code search for AI agents — hybrid vector + BM25 with cross-encoder reranking, AST-aware chunking for 14 languages, conversation memory, code…
LocalMind
LocalMind is an local LLM Chat App fully compatible with the Model Context Protocol. It uses Azure OpenAI as a LLM backend and you can connect it to all MCP…
RAG-MCP Pipeline Research
A learning repository exploring Retrieval-Augmented Generation (RAG) and Multi-Cloud Processing (MCP) server integration using free and open-source models.