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.
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.
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…
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.
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…
Contextual MCP Server
# Contextual MCP Server A Model Context Protocol (MCP) server that provides RAG (Retrieval-Augmented Generation) capabilities using Contextual AI. This server…
Notebook Intelligence
# Notebook Intelligence Notebook Intelligence (NBI) is an AI coding assistant and extensible AI framework for JupyterLab. It can use GitHub Copilot or AI…
GitHub Chat MCP
Enables AI to analyze and query GitHub repositories through a FastMCP-based interface for understanding codebases, exploring architecture, and retrieving…
Velocirag
# 🦖 VelociRAG **Lightning-fast RAG for AI agents.** _Four-layer retrieval fusion powered by ONNX Runtime. No PyTorch. Sub-200ms warm search. Incremental graph…
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…