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)
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…
Velocirag
# 🦖 VelociRAG **Lightning-fast RAG for AI agents.** _Four-layer retrieval fusion powered by ONNX Runtime. No PyTorch. Sub-200ms warm search. Incremental graph…
Onyx MCP Server
[](https://mseep.ai/app/lupuletic-onyx-mcp-server) # Onyx 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…
solon-ai-mcp-embedded-examples
solon ai(&mcp) embedded examples。支持 MCP_2025_06_18（mcp streamable）。示例项目包括各种框架嵌入：（Solon、SpringBoot、jFinal、Vert.X、Quarkus、Micronaut）
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.
MCP(Model Context Protocol) minimal Kotlin client server sample
# MCP(Model Context Protocol) minimal Kotlin client server sample A simple weather tool demonstrating server-client interaction using the Model Context…
Sample Model Context Protocol Demos
Collection of examples of how to use Model Context Protocol with AWS.
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…
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…
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。
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…
Quick Example
# Standardizing LLM Interaction with MCP Servers Model Context Protocol, or MCP, is [an open protocol that standardizes how applications provide context to…
End-to-End Agentic AI Automation Lab
This repository contains hands-on projects, code examples, and deployment workflows. Explore multi-agent systems, LangChain, LangGraph, AutoGen, CrewAI, RAG…
Mcp Proxy For Pii Pseudo Anonymization
# MCP Conceal An MCP proxy that pseudo-anonymizes PII before data reaches external AI providers like Claude, ChatGPT, or Gemini. ```mermaid sequenceDiagram…