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MCP servers tagged rag

4.9K 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.

4.9K
live servers
36
avg trust
129K
most stars
101

Fess

Open-source, self-hosted enterprise & site search server built on OpenSearch. Crawls web / file / DB / cloud sources, 20+ languages, REST API, and AI/RAG & semantic search. Apache…

64
102

AI Agent Book

《深入理解 AI Agent:设计原理与工程实践》(李博杰 著)开源主仓库:全书正文、编译版 PDF 与按章配套代码

64
103

Intelligent Audit System

Enterprise audit agent workspace with Agentic RAG, governed tool use, evaluation harness, memory, and human-review delivery workflows.

64
104

SurfSense

Open-source NotebookLM alternative. Research the open web with live data, through one platform, API or MCP server. Join our Discord: https://discord.gg/ejRNvftDp9

64
105

DEEIX Chat

An enterprise AI workspace for model routing, multimodal chat, files, tools, billing, identity, and operations.

64
106

Haystack

Open-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modular pipelines and agent workflows with explicit control over…

64
107

Yuxi

可私有部署的多租户知识智能体平台:统一 RAG、知识图谱、多智能体、MCP/Skills、沙盒与权限管理。Self-hosted knowledge agent platform for RAG, knowledge graphs and multi-agent workflows.

64
108

Qwen Agent

Agent framework and applications built upon Qwen>=3.0, featuring Function Calling, MCP, Code Interpreter, RAG, Chrome extension, etc.

64
109

Generative AI Use Cases

Application implementation with business use cases for safely utilizing generative AI in business operations

64
110

Agentic AI Systems

ThibautMelen

Agentic AI explained with chickens 🐔 every pattern a runnable, CI-checked file.

★ 322updated 3 months agoMIT
63
111

Frontagent

ceilf6

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…

★ 120updated 7 days agoMIT
63
112

AI Code Helper

liyupi

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…

★ 761updated a year ago
62
113

Weaviate

weaviate

MCP (Model Context Protocol) server for Weaviate

★ 162updated 4 months ago
62
114

Python Template

sontallive

This template provides a streamlined foundation for building Model Context Protocol (MCP) servers in Python. It's designed to make AI-assisted development of MCP tools easier and…

★ 18updated a year agoMIT
62
115

Open Context

aviskaar

Your AI memory, portable and private

★ 11updated 4 days agoMIT
62
116

Roberto MCP

kensave

Simple Code Analysis MCP server, language agnostic with code indexing and search capabilities.

★ 9updated a year agoNOASSERTION
62
117

TechDocsStudio/biel-mcp

TechDocsStudio

Connect AI tools like Cursor, VS Code, and Claude to your product docs.

★ 3updated 7 days agoMIT
62
118

Llxprt Code

LLxprt Code MCP — Model Context Protocol client, OAuth, and token storage

62
119

USPTO

riemannzeta

MCP Server for USPTO data

★ 83updated 3 days agoMIT
61
120

Snippets

cheolwanpark

Automatically extracts, processes, and indexes code snippets from GitHub repositories into a searchable vector database.

★ 58updated 12 months agoMIT
61
121

Llmc

vmlinuzx

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…

★ 36updated 8 months agoMIT
61
122

AI Online Store

nalindard

🤖 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…

★ 1updated 4 months agoMIT
61
123

Ombre Brain

AI记忆系统 | 基于鹤见Ombre Brain,逸尘扩展版

60
124

Selfhost AI

kossakovsky

One-command installer for a self-hosted AI stack on your own server: n8n, Ollama, Open WebUI, OpenClaw, Dify, Flowise, Supabase, ComfyUI, Qdrant & 30+ tools. Docker Compose, autom…

★ 951updated 2 days agoApache-2.0
59
125

Box

jegly

The most advanced, fully offline client-side AI suite on Android today.

★ 923updated 3 days ago
59
126

Box

Box (enterprise cloud storage) MCP Pack

★ 906
59
127

Glean

A local-first knowledge engine and RAG infrastructure powered by Rust, featuring MCP support, hybrid search (BM25 + Vector), and LanceDB integration

★ 869
59
128

Statespace Search

statespace-tech

Search for the agentic web.

★ 868updated 2 months agoMIT
59
129

IncarnaMind

IncarnaMind

IncarnaMind is a free, open-source desktop app for macOS, Windows and Linux where you write with AI and ask questions about your own documents (PDF, Word, PowerPoint, Excel and mo…

★ 832updated 2 days agoApache-2.0
59
130

IncarnaMind

junruxiong

The AI notebook that checks its own citations. Ask your PDFs, Word files, slides and spreadsheets; answers cite the exact page. Open-source desktop app.

★ 801
59
131

Agentty

agentty-org

AI pair programming in your terminal — one static binary, sub-ms startup, any model

★ 624updated 2 days agoMIT
59
132

Yu AI Agent

hfgwygey

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…

★ 95updated 9 days ago
59
133

RAG Server

kwanLeeFrmVi

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…

★ 36updated a year agoMIT
59
134

Claude Context Local

MikeO-AI

🔒 Privacy-first MCP server for Claude using PostgreSQL + Ollama. Local alternative to cloud-based code context with full data sovereignty. No API keys, no external calls, 100% loc…

★ 16updated a year agoMIT
59
135

SkillNet

Turns an organization's internal docs into a living learning system: AI agents generate courses, tutor learners, and adapt content on the fly.

★ 13
59
136

Coderag

maciek-O-digiaidev

Intelligent codebase context engine for AI coding agents. Semantic RAG from source code via MCP tools.

★ 5updated 7 months agoMIT
59
137

Markdown Fastrag MCP

lidge-jun

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.

★ 5updated 4 months agoApache-2.0
59
138

Awesome AI

A curated list of 400+ AI APIs, tools, frameworks, and platforms across 40+ categories

★ 5
59
139

Claude Certified Architect

Study notes for the Anthropic Claude Certified Architect exams: CCAR-F (Foundations) and CCAR-P (Professional). Includes Mermaid diagrams, comparison tables, exam traps, and quick…

★ 2
59
140

Codemap

MCP Server for Source Code Map

★ 2
59
141

Nexus Agent

Multi-provider LLM agent backend with RAG, Python toolpacks, SSE streaming and MCP server. Supports OpenAI, OpenRouter and Ollama with per-session routing, tool-calling loop and O…

★ 2
59
142

Duckle

Open-source ETL/ELT you deploy on your own servers or cloud. Built on DuckDB: no-code/low-code visual pipelines or SQL, 385 components, dbt, CDC, data quality, reverse ETL, lineag…

★ 1
59
143

AI Engineering Interview Questions

Your Cheat Sheet for AI Engineering Interview – Questions and Answers.

59
144

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…

59
145

Llamafarm

Deploy any AI model, agent, database, RAG, and pipeline locally or remotely in minutes

59
146

LLM Apps Java Spring AI

Samples showing how to build Java applications powered by Generative AI and LLMs using Spring AI and Spring Boot.

59
147

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…

59
148

Lumina Note

Lumina Note - A modern Markdown note-taking app with live preview, bidirectional links, and AI assistant

59
149

LaunchStack

AI-powered StartUp Accelerator Engine built with Next.js, LangChain, PostgreSQL + pgvector. Upload, organize, and chat with documents. Includes predictive missing-document detecti…

59
150

Codanna

Local code intelligence MCP server and CLI for AI coding agents

59
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