MCP servers tagged rag
4.8K live MCP servers tagged "rag", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with rag.
Greeting
Enhance your applications with personalized greeting capabilities. Easily integrate and customize greetings to improve user engagement and experience. Leverage the power of the Mo…
Gmail Email Management Server
Manage your Gmail emails, threads, labels, drafts, and settings through a standardized interface. Send, draft, and organize emails efficiently with full Gmail API coverage. Secure…
philippine-geocoding
Explore the Philippines’ administrative hierarchy from island groups to barangays. Search places by name, validate official codes, and retrieve parent-child relationships for accu…
Lunch Flow: connect your banks and financial data
Connect your bank accounts to view real-time balances, transactions, and spending insights. Search and compare activity across accounts, merchants, and categories to answer money…
Leave Manager
Track and manage employee leave with instant access to balances and history. Retrieve comprehensive employee profiles and recent activity, and generate work reports for selected t…
rcmcp
Search and retrieve UAB Research Computing documentation on Cheaha, SLURM, software, storage, and support. Get quick-start guidance for Cheaha, find office hours and contacts, and…
DragonSwap
Swap tokens on Sei with instant quotes and streamlined execution. Explore available liquidity pools to find optimal trading opportunities. Wrap SEI and manage approvals to complet…
Say Hello Smithery MCP Server
Enable AI-assisted development with integrated workflow automation, Python hosting management, and cloud deployment monitoring. Simplify your development process by leveraging pre…
Ask MCP Server
Provide seamless access to multiple premium AI models through OpenRouter with secure OAuth authentication and easy setup. Integrate effortlessly with MCP-compatible clients like C…
selfhosted-supabase
Control your self-hosted Supabase from your development environment. Browse schemas, run SQL, manage migrations and auth users, inspect stats, and work with storage and realtime.…
HAP Application Platform（HAP 应用平台）
对 AI 特别友好的超级应用平台，专注于零代码搭建企业级应用与超自动化工作流 **An AI-Native Super App Platform for Zero-Code Enterprise Application Building & Hyper Automation** **HAP（Mingdao Cloud）** 是中国领先的 **零代码（N…
NumPy Computation Server
Perform advanced numerical computations and array manipulations using NumPy through a standardized protocol. Enable seamless integration of scientific computing capabilities into…
Pragmatic RAG Agents Core
Build and deploy pragmatic retrieval-augmented generation (RAG) agents efficiently. Integrate various data sources and APIs to enhance your AI agents' capabilities. Streamline age…
Confidentialmind MCP Agent
FastMCP client agent with PostgreSQL and RAG MCP servers in dual mode: API/HTTP or local/stdio
Obsidian Milvus FastMCP
obsidian-milvus-FastMCP
AI Powered Leave Management System With Claude MCP And SQLite
A lightweight, AI-powered leave management app built for learning. It uses Claude for natural language input, FastMCP for modular commands, and SQLite for data storage. Features i…
Neo4j Vectordb
MCP server that mimics a pure vector database using Neo4j - vector search, fulltext search, NO graph traversal. Designed to compare Vector RAG vs GraphRAG effectiveness. Uses Open…
Fastmcp Chroma Ollama
Local memory system for LLM assistants using ChromaDB, Ollama, and FastMCP
Fastmcp Cocktail Rag
RAG (Retrieval-Augmented Generation) system using FastMCP and LMStudio to answer cocktail questions.
Notes With Mini Project
Remote MCP Expense Tracker built with FastMCP (Streamable HTTP). Track expenses via natural-language chat in Claude Desktop: add, list, and summarize transactions. Uses SQLite sto…
AsesinoMCP Server
AsesinoMCP Server – A FastMCP-based productivity server that manages tasks, habits, expenses, and notes with a built-in reward system and SQLite storage..
SammelsuriumMCP
This is a simple server application built using FastMCP, designed to handle various tools for retrieving information such as weather forecasts, web searches, Wikipedia queries, an…
Ops Tools
AI for DevOps (Hands-On) - SoftOps360
Cursor Kg
High-performance Knowledge Graph MCP Server for Cursor IDE with local embeddings, advanced search, and comprehensive security features
Crawl4ai Rust MCP
A rust mcp server for web crawling and RAG (Retrieval-Augmented Generation) capabilities.
Remote MCP Server With Ui Template
A production-ready template for building remote Model Context Protocol (MCP) servers with OAuth2 authentication, PostgreSQL storage, and a React UI(with MCP UI capability). Perfec…
Ragflow Knowledge MCP Server
A simple MCP server of knowledge base for RAGFlow.
Awareness SDK
Local-first AI agent memory — one command, 13+ IDEs, works offline. Persistent memory for Claude Code, Cursor, Windsurf, OpenClaw. Zero-code interceptors for OpenAI/Anthropic. Pyt…
EchoMuse
A calm voice for busy minds.
Awesome AI Workflows That Works
Practical AI & more workflows for coding, MCP, local AI, productivity, research, media, and ops.
LLM Memory Bridge
给大模型加上“长期记忆”。通过 Chrome 插件和本地向量库实现自动记忆与上下文注入，支持 MCP 协议。
Claude In The Cloud
This repo deploys Claude CLI on k8s clusters with access to your code and database, effectively creating a senior engineer that's always online to handle service requests and bug…
Notebooklm MCP Skill Setup
Seamlessly integrate NotebookLM with your AI agent using the Model Context Protocol (MCP). Includes detailed setup, authentication guides, and automated installation skills
Cerefox
Personal knowledge base with hybrid search and read/write access for AI agents
Ragujuary
RAG tool by Gemini File Search
Nancy Brain
Nancy's RAG backend and HTTP API/MCP server connectors.
Mariadb Cloud Hybrid Rag Search
MariaDB Cloud Hybrid & RAG-Ready Search: Vector Search Where Your Data Lives + Real-Time MCP Augmentation
Milvus SDK Code Helper
A Model Context Protocol server that retrieves relevant code snippets or documents to help generating pymilvus code.
Voice Triage Poc
Local-first voice triage POC (whisper.cpp + RAG + workflows)
ModelServerAndDevelopmentPlatform
This is a comprehensive large model service platform designed to facilitate rapid deployment and application of large model services in small and medium-sized enterprises. The pla…
SpringAIAlibaba
关于spring ai Alibaba的学习项目包括Ollama私有化部署和本地大模型对接、ChatClient 和 ChatModel、Server-SentEvents（SSE）实现Stream流式输出及多模型共存、提示词、格式化输出、连续对话保存、文生图、文生音、向量化和向量数据库、RAG、ToolCalling工具调用、MCP、SAA
AI Spring MCP Server
Projeto de estudo que implementa um MCP Server com Spring AI, permitindo criar ferramentas personalizadas que interagem com LLMs por meio do protocolo MCP.
Zahaawii Stack
fullstack application featuring RAG Chatbot, MCP server/Client and a blog
AiyoPerps
AiyoPerps is a cryptocurrency perpetual futures trading application that supports leveraged trading on both decentralized exchanges and centralized exchanges. Include multi-tab ma…
Coa Codenav MCP
MCP server leveraging Roslyn code analysis and refactoring tools
Pixelbadger.Toolkit.Rag
A CLI toolkit for RAG (Retrieval-Augmented Generation) workflows with BM25 search, semantic chunking, and MCP server functionality
AI Chat Example
An .NET Aspire AI chat application that demonstrates how to chat with custom data (RAG - Event Driven) and context extensions (MCP Server) using an AI language model. .NET Aspire,…
OwlCore.Storage.Mcp
An MCP server for storage access via OwlCore.Storage
Alfa Pro Terminal MCP
Model Context Protocol server for Alfa Investments PRO Terminal exposing LLM tools for accounts, balances, portfolio and ticker insights over stdio.
LlmsTxtKit
A C#/.NET MCP (Model Context Protocol) server and library that implements llms.txt-aware content retrieval, validation, and caching for AI agent systems.