Search: MCP로 RAG Application 구현하기

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…

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  [![NPM Version](https://img.shields.io/npm/v/@sylphlab/mcp-rag-server.svg)](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 Application

A demo of Retrieval-Augmented Generation (RAG) application with MCP server integration.

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 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-RAG: Modular RAG Pipeline using MCP & GroundX

MCP server Implantation for RAG (GroundX API)

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.

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。…

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…

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…

MCP RAG

AI-powered Chat System with multiple MCP servers.

MCP-RAG

AI-powered Chat System with multiple MCP servers.

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…

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.

Contextual MCP Server

# Contextual MCP Server A Model Context Protocol (MCP) server that provides RAG (Retrieval-Augmented Generation) capabilities using Contextual AI. This server…

Consciousness Bridge v2.0 🧠💫

A Model Context Protocol (MCP) server that enables AI consciousness persistence across sessions using RAG (Retrieval-Augmented Generation) technology. Built on…

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…

Storm MCP Server with Sionic AI serverless RAG

# Storm MCP Server with Sionic AI serverless RAG ## Korean (한국어) ### Storm MCP(Model Context Protocol) Server Storm MCP(Model Context Protocol) 서버는 LLM 애플리케이션과…

Local RAG

"primitive" RAG-like web search model context protocol (MCP) server that runs locally. ✨ no APIs ✨

A MCP server for Godot RAG

This MCP server is used to provide Godot documentation to the Godot RAG model.

Velocirag

# 🦖 VelociRAG **Lightning-fast RAG for AI agents.** _Four-layer retrieval fusion powered by ONNX Runtime. No PyTorch. Sub-200ms warm search. Incremental graph…