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…
Local iMessage RAG MCP Server
iMessage RAG MCP Server from Anthropic MCP Hackathon (NYC)
Qlik Sense Mcp Server
# Qlik Sense MCP Server Model Context Protocol (MCP) server for integration with Qlik Sense Enterprise APIs. Provides unified interface for Repository API and…
Mcp Feedback Enhanced
# MCP Feedback Enhanced **🌐 Language / 語言切換:** **English** | [繁體中文](README.zh-TW.md) | [简体中文](README.zh-CN.md) **Original Author:** [Fábio…
Vectara MCP Server
Vectara MCP Server provides any agentic application with access to fast, reliable RAG (Retrieval-Augmented Generation) with reduced hallucination, powered by…
Contextual MCP Server
# Contextual MCP Server A Model Context Protocol (MCP) server that provides RAG (Retrieval-Augmented Generation) capabilities using Contextual AI. This server…
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…
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-…
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…
GemFireMCPServer
# GemFireMCPServer A Spring Boot–based Model Context Protocol (MCP) server that uses VMware GemFire and Spring AI to enable fast, vector-based search over…
Onyx MCP Server
[](https://mseep.ai/app/lupuletic-onyx-mcp-server) # Onyx MCP…
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…
Web Application Penetration Testing MCP
# Web Application Penetration Testing MCP A comprehensive tool for analyzing web applications with a focus on business logic security vulnerabilities. This…
Sample Model Context Protocol Demos
Collection of examples of how to use Model Context Protocol with AWS.
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…
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…
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。
AppSignal MCP Server
# AppSignal MCP Server A Model Context Protocol (MCP) server that provides integration with AppSignal monitoring and APM tools. This server allows AI…
MCP APP
MCP APP is an MCP server application that provides RAG (Retrieval-Augmented Generation) and web searching tools for LLMs. It allows the LLM to retrieve…