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 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-agentic-rag
mcp-agentic-rag is an MCP server and client implementation for building agentic Retrieval-Augmented Generation (RAG) applications. It exposes tools that…
Onyx MCP Server
[](https://mseep.ai/app/lupuletic-onyx-mcp-server) # Onyx MCP…
Local iMessage RAG MCP Server
iMessage RAG MCP Server from Anthropic MCP Hackathon (NYC)
ChatSum
ChatSum is an MCP (Model Context Protocol) server that summarizes your chat messages. It integrates with a chat database and provides a tool to query and…
Contextual MCP Server
# Contextual MCP Server A Model Context Protocol (MCP) server that provides RAG (Retrieval-Augmented Generation) capabilities using Contextual AI. This server…
Vectara MCP Server
Vectara MCP Server provides any agentic application with access to fast, reliable RAG (Retrieval-Augmented Generation) with reduced hallucination, powered by…
MCP servers.
# [Tablestore](https://www.aliyun.com/product/ots) MCP servers. ## 实现列表 ## 1. Java 1. [入门示例: tablestore-java-mcp-server](https://github.com/aliyun/alibabacloud-…
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…
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.
mcp-server-chatsum
mcp-server-chatsum is an MCP server that summarizes your chat messages. It queries a chat database and can summarize based on a query prompt. It is for users…
Spring Boot AI
Spring Boot AI is a sample application demonstrating how to build an AI agent using Spring AI, the Model Context Protocol (MCP), and Retrieval Augmented…
Prodpoke
# ProdPoke MCP Server > **A QA tester inside your AI.** Chat with ProdPoke from Claude, Cursor, or any MCP > client. It launches real Playwright browsers…
crawl4-mcp
本项目是一个crawl4ai 的爬虫MCP SERVER，提供高级网络爬虫。使用此 MCP SERVER，您可以抓取任何内容，将内容保存为本地markdown文件，然后在任何地方将该知识用于 RAG。
Sample Model Context Protocol Demos
Collection of examples of how to use Model Context Protocol with AWS.
RagWiser
RagWiser is a Retrieval Augmented Generation (RAG) system built with Spring Boot that enables users to upload PDF documents, process them, and ask questions…
knowledge-rag
Local RAG system for Claude Code with hybrid search (semantic + BM25), cross-encoder reranking, markdown-aware chunking, 9 file formats, file watcher, and 12…
Calypso Multimodal RAG
Launch a hosted Gemini File Search true multimodal RAG layer that answers from your PDFs, docs, screenshots, charts, diagrams, help center, FAQs, and images…
Tiny Chat
This is an LLM application with chat functionality, featuring chat using RAG, a database, and MCP server capabilities. The UI is designed for Japanese users.
Gemma Ai Mcp Server
# Gemma AI MCP Server > Gemma AI - Free Google Gemma Chat with Advanced AI Models [](./LICEN…