MCP servers tagged rag
1.2K 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.
Project Rag
A Rust-based Model Context Protocol (MCP) server that provides AI assistants with powerful RAG (Retrieval-Augmented Generation) capabilities for understanding massive codebases. I…
Kodabi Lightrag MCP
The LightRAG MCP Server is a Model Context Protocol (MCP) server that provides seamless integration with LightRAG's HTTP APIs, enabling AI assistants and language models to intera…
RustRAG
High-performance local RAG MCP Server written in Rust — indexes documents and code via Tree-sitter, serves relevant context to AI assistants via MCP
Crawl4ai Rust MCP
A rust mcp server for web crawling and RAG (Retrieval-Augmented Generation) capabilities.
Ares
A production-grade agentic chatbot server built in Rust with multi-provider LLM support, tool calling, RAG, MCP integration, and advanced research capabilities
Rag
Custom LLM backend client using Anthropic's MCP for designing Agentic AI system with RAG capabilities
Solx402 MCP Server
Discover and consume x402-enabled services on Solana with seamless USDC payments. Check your wallet and USDC balance, browse facilitators and available services, and view the prot…
S3 MCP Server
⚙️ A Model Context Protocol (MCP) server for accessing Amazon S3 buckets. This server provides seamless integration with S3 storage through MCP, allowing efficient handling of lar…
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…
Zerodrive MCP Server
MCP server for AI-powered cloud storage management. Seamlessly connect Claude and other AI assistants to ZeroDrive for file operations, folder management, workspaces, and workflow…
Coinbase MCP Server
MCP server for Coinbase Advanced Trading API – enables AI assistants to trade crypto, check balances, and access market data
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…
Claude Persistent Memory
Give Claude Code persistent memory across sessions. Hybrid BM25 + vector semantic search, auto-structuring via LLM, and 4-channel retrieval (MCP + hooks). Your AI assistant finall…
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.
The Pensieve
One simply siphons the excess thoughts from one's mind, pours them into the basin, and examines them at one's leisure. It becomes easier to spot patterns and links, you understand…
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
Md Succ AI
URL to Markdown API — md.succ.ai
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.
RAG In A Box
RAG pipeline for documents (Markdown, PDF, images). 10-step hybrid search, LLM enrichment, taxonomy, MCP server. Cloud or local.
Mariadb Cloud Hybrid Rag Search
MariaDB Cloud Hybrid & RAG-Ready Search: Vector Search Where Your Data Lives + Real-Time MCP Augmentation
LxDIG MCP
Dynamic Intelligence Graph (DIG) MCP server for AI coding agents. Persistent code knowledge graph, a code RAG improvement, with hybrid Graph + Vector + BM25 retrieval, agent memor…
My AI Agent
基于 Spring AI 构建的企业级多智能体协同平台，集成 RAG、函数调用、MCP 协议等前沿 AI 技术
Easy Memory
Easy Memory MCP - Dual-engine embedding service with Qdrant vector store
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)
Microapi
Schema-less JSON Storage REST API
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.
Spring AI Agent
Spring Boot demo application to demonstrate how an agent can be created which integrates with local tools , mcp servers and RAG.
S3 MCP Server Java
The MCP Server based on the S3 protocol can perform operations on Amazon S3 and other S3-compatible object storage services.
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
SampleMcpServer
Mcp server with local RAG on pdf and word documents and web search
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
Dotnet Mtp Coverage MCP
MCP server for analyzing code coverage from MTP-based .NET test projects
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.
With Semantic Kernel
A comprehensive .NET demonstration of integrating Model Context Protocol (MCP) tools with Microsoft Semantic Kernel. Features a robust MCP client with 23+ built-in tools, intellig…
Engram Memory
A cognitive memory MCP server that provides an LLM with namespace-isolated vector storage, k-nearest-neighbor search (cosine similarity), a knowledge graph, semantic clustering, l…
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.
Synaptic.NET
Synaptic.NET is a fully .NET-based solution to provide an ASP.NET server with MCP, RESTful API functionalities, a Blazor web interface, a RAG base via Qdrant and OpenAI API commun…