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.
Frontagent
Frontend AI coding agent platform with CLI, VS Code extension, desktop app, MCP server, RAG planning, Skills, SDD guardrails, browser automation, and LoRA planner models | 面向前端工程的…
AI Code Helper
2025 年 AI 编程助手实战项目（作者：程序员鱼皮），基于 Spring Boot 3.5 + Java 21 + LangChain4j + AI 构建智能编程学习与求职辅导机器人，覆盖 AI 大模型接入、LangChain4j 核心特性、流式对话、Prompt 工程、RAG 检索增强、向量数据库、Tool Calling 工具调用、MCP 模型上下…
Weaviate
A FastMCP based mcp server for weaviate, deployable using uvx.
Needle
Needle MCP Server for easy RAG.Long-term memory for LLMs.
Roberto MCP
Simple Code Analysis MCP server, language agnostic with code indexing and search capabilities.
TechDocsStudio/biel-mcp
Connect AI tools like Cursor, VS Code, and Claude to your product docs.
Llxprt Code
LLxprt Code MCP — Model Context Protocol client, OAuth, and token storage
Snippets
Automatically extracts, processes, and indexes code snippets from GitHub repositories into a searchable vector database.
ai-memory
MCP server component for Schift AI Memory.
Proxmox
Model Context Protocol (MCP) server for Proxmox VE management - 35 tools for VMs, containers, storage, backups, and cluster operations
Llmc
One stop shop - Local-first RAG stack with intelligent polyglot-code/docs, remote code execution, local llama enrichment, progressive disclosure tools, mcp server, sandboxed secur…
Lux
Manage Lux Cloud database projects. Lux is a single database that replaces Redis, Pinecone, InfluxDB, and BullMQ. 2-7x faster than Redis, native vector search, time series, relati…
Codeindex MCP
MCP server for semantic code indexing with Qdrant and llama.cpp. Provides tools for indexing Git repositories and semantic code search.
AI Online Store
🤖 AI-powered e-commerce platform with intelligent chat assistants, semantic product search via RAG, and real-time streaming charts. A proof-of-concept showcasing MCP servers and a…
RAG Server
MCP (Model Context Protocol) Server for Retrieval Augmented Generation using Mongo and Gemini, OpenAI, with A2A support Grok
Agentnexus
Multi-Agent,MCP,RAG,SpringAI1.0.0,RE-ACT
Yu AI Agent
编程导航 2025 年 AI 开发实战新项目，基于 Spring Boot 3 + Java 21 + Spring AI 构建 AI 恋爱大师应用和 ReAct 模式自主规划智能体YuManus，覆盖 AI 大模型接入、Spring AI 核心特性、Prompt 工程和优化、RAG 检索增强、向量数据库、Tool Calling 工具调用、MCP 模型上…
RAG Server
mcp-rag-server is a Model Context Protocol (MCP) server that enables Retrieval Augmented Generation (RAG) capabilities. It empowers Large Language Models (LLMs) to answer question…
Coderag
MCP server for CodeRAG - Model Context Protocol integration for RAG
Atlas MCP
A Model Context Protocol (MCP) server exposing healthcare AI tools for RAG-powered clinical queries, document reranking, and FHIR data ingestion.
Markdown Fastrag MCP
Fast markdown RAG with multi-provider embeddings (Vertex AI, Gemini, OpenAI, Voyage), incremental indexing with mtime/size fast-path, stale vector pruning, Milvus vector store.
megberts/mcp-websitepublisher-ai
WebsitePublisher.ai — Build and publish websites through AI conversation WebsitePublisher.ai is a remote MCP server that gives AI assistants the power to create, manage and publis…
Obsidian RAG MCP
Semantic search for Obsidian vaults via MCP – gives Claude Code (and other AI agents) natural-language retrieval over your notes.
AI Engineering Interview Questions
Your Cheat Sheet for AI Engineering Interview – Questions and Answers.
AI Bootcamp
Self-paced bootcamp on Generative AI. Tutorials on ML fundamentals, Ollama, LLMs, RAGs, LangChain, LangGraph, Fine-tuning, DSPy & AI Agents (CrewAI), (Using ChatGPT, gpt-oss, Clau…
Llamafarm
Deploy any AI model, agent, database, RAG, and pipeline locally or remotely in minutes
LLM Apps Java Spring AI
Samples showing how to build Java applications powered by Generative AI and LLMs using Spring AI and Spring Boot.
Pdf Oxide
The fastest PDF library for Python and Rust. Text extraction, image extraction, markdown conversion, PDF creation & editing. 0.8ms mean, 5× faster than industry leaders, 100% pass…
Box
Box (enterprise cloud storage) MCP Pack
CodeWiki
About AI Code Knowledge Base — ontology-based wiki, knowledge graph, semantic search, RAG chat & impact-aware code agent (Electron, cross-platform)
Lumina Note
Lumina Note - A modern Markdown note-taking app with live preview, bidirectional links, and AI assistant
LaunchStack
AI-powered StartUp Accelerator Engine built with Next.js, LangChain, PostgreSQL + pgvector. Upload, organize, and chat with documents. Includes predictive missing-document detecti…
Codanna
Local code intelligence MCP server and CLI for AI coding agents
Puppyone
Context drive for your AI agents
Prism MCP
The Mind Palace for AI Agents - local-first MCP server with persistent memory, visual dashboard, time travel, multi-agent sync, and zero-config SQLite storage. Works with Claude D…
Moorcheh
Model Context Protocol server that brings Moorcheh search and RAG tools to MCP clients.
serkan-ozal/driflyte-mcp-server
The Driflyte MCP Server exposes tools that allow AI assistants to query and retrieve topic-specific knowledge from recursively crawled and indexed web pages.
Code Execution MCP
An MCP server that enables AI agents to execute terminal commands and Python code on the host system, leveraging Agent Zero's battle-tested implementation with session management…
disco-trooper/apple-notes-mcp
MCP server for Apple Notes. Semantic search, full CRUD, works with MCP clients.
Gemini CLI MCP Server
Expose Gemini CLI functionalities as MCP-compliant tools to enable AI agents to interact with Gemini models and Git operations seamlessly. Run the server in HTTP or STDIO mode to…
Memory Server
Qdrant x Quarkus MCP Memory Server
File Converter MCP
A Python-based MCP (Model Context Protocol) server powered by FastMCP that leverages Pandoc for flexible document conversion between various formats (Markdown, DOCX, PDF, HTML, et…
knowledge-graph
MCP server for tracking student learning via a knowledge graph with spaced repetition
Code RAG
An MCP server that add semantic code search to your coding agent
Muninndb
The cognitive database. A new class of data storage. Not a vector store, not a graph DB, not a RAG wrapper. Ebbinghaus decay, Hebbian learning, and Bayesian confidence are engin…
Cymbal Air Toolbox Demo
Demo of a customer service agent (Cymbal Air) using LangGraph, Tools, and RAG to interact with Google Cloud Databases via MCP Toolbox.
Corpusos
Open-source protocol suite standardizing LLM, Vector, Graph, and Embedding infrastructure across LangChain, LlamaIndex, AutoGen, CrewAI, Semantic Kernel, and MCP. 3,330+ conforman…
Fim One
LLM-powered Agent Runtime with Dynamic DAG Planning & Concurrent Execution
Chanakya Local Friend
Chanakya is an advanced, open-source, and self-hostable voice assistant designed for privacy, power, and flexibility. It leverages local AI/ML models to ensure your data stays wit…
Restai
RESTai is an AIaaS (AI as a Service) open-source platform. Supports many public and local LLM suported by Ollama/vLLM/etc. Precise embeddings usage and tuning. Built-in image gene…