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.
Decibench
The open testing standard for voice AI agents. Deterministic + semantic + RAG augmented evaluation. Local first. Zero telemetry.
Vitrus
your glass-box company brain — tells you what it doesn't know (deterministic gap analysis). MIT core · MCP · PGLite→Postgres.
Agentic AI Nano
nano-degree in Agentic AI
Cog
An MCP integerated intelligent RAG that gives relevent context to LLM's through crawled Docs
Kibble
chew through any source into clean datasets! a fast ingestion, RAG & fine-tuning toolkit
Lingxi Core
无需编程，即可快速构建基于先进AI模型的各类智能应用——从简单的问答机器人到包含复杂逻辑的工作流。构建完成后，一键发布 至主流社交平台、Web网页，或通过开放API无缝集成到现有系统进行深度开发。
Build Your Own AI Agent
12 practical projects to master AI agents from scratch. No frameworks, no magic — just Python and an LLM.
Novel Claude
🚀 工业级 AI 长篇网文生成框架 | An industrial-grade AI web novel generation framework based on a microkernel and plugin architecture, featuring context isolation, RAG memory, and MCP-inspired…
Course Pilot
An agent for college students to study courses by themselves. Upload your textbook and enjoy the learning experience now!
Aflare
Local-first automation Agent & deterministic workflow engine — the secure control layer between AI and your data. Data stays local. Connect your own LLM / files / notes / database…
Java Agent Study
从 Java 开发者到 AI Agent 工程师的 30 天实战之路 | Spring Boot + Spring AI + MCP + Multi-Agent
RAG McpKnowledge
基于RAG和Qwen AI的MCP协议知识库系统，为开发者提供精准的AI驱动问答与文档检索功能。通过集成官方MCP文档与向量搜索技术，打造用户友好的学习MCP协议界面。
MarkMem
A memory layer for chatbots that stores memory as plain markdown in a git repo
AI Doctor
🧑⚕️ Ai智能医生聊天助手-这是一个前端基于Vue3、TS、后端基于Nest.js、MongoDB、Redis、Milvus并结合大模型、RAG等技术实现的医疗库智能问答系统，能结合大模型的生成能力和上传的专业医疗领域知识库针对提问给出专业回答。同时具备工具调用能力，可使用MCP集成网页爬取能力让大模型根据网址对应的医疗领域文章进行分析和输出。
Rag Server MCP
⚠️ DEPRECATED - Use https://github.com/SylphxAI/coderag instead
Bolt Js Slack MCP Server
A sample app that features an agent that leverages Slack's MCP
Rag Anything MCP
An MCP server for rag-anything (A multi-modal RAG system)
Ragtime
Self-hosted, OpenAI-compatible RAG API + MCP server that plugs local knowledge into existing LLM clients.
Graphrag Kyc Agent
An agent built with OpenAI Agent SDK, Neo4j and Neo4j MCP server
Lexis
Lexical + structural code search MCP server for Claude Code, Cursor, Windsurf and any MCP client. Gives AI assistants 28 precise search tools so they find the right code fast 80%…
Provena
Context governance for agentic AI — tamper-evident audit trails, provenance validation, EU AI Act compliance. 6 framework adapters, MCP server, PostgreSQL, policy engine.
Seu Claude
Local Codebase RAG MCP Server for Claude Code - Proactive semantic indexing with AST-based chunking
Langchain Agent Python
A multi-step LangChain v1 sales-conversation agent that uses the Azure OpenAI Responses API, an MCP server with Postgres + pgvector for grounding in catalog and action withCRM too…
N8n Coolify MCP Tools
This workflow leverages the Community n8n MCP Client and my new Coolify MCP Server to interact with your Coolify infrastructure using MCP (Model Context Protocol).
Clancey
An MCP server that indexes Claude Code and Codex conversations for semantic search using local embeddings.
Cf Autorag MCP
A Model Context Protocol (MCP) server that provides search capabilities for Cloudflare AutoRAG instances.
Codicil
Give your AI coding assistant durable memory of your engineering docs — degrades to keyword search instead of failing when embeddings are unreachable.
Analytics Hub
A central hub for analytics resources, linking to repositories, guides, and templates leveraging MAC, Purview, and Viva Insights.
Obsidian LLM Hub
Obsidian plugin for AI chat, workflow automation, and semantic search — supports Gemini, OpenAI, OpenRouter, Grok, Ollama, and CLI backends
Godot Rag
This MCP server is used to provide Godot documentation to the Godot RAG model.
Pantry
Local note storage for coding agents
Skill Agent
基于 FastAPI 的生产级 AI Agent 框架，支持 100+ LLM 提供商、MCP 工具集成、多 Agent 协作、RAG 知识库和沙箱隔离执行
AI Qa Learning Roadmap
Free kit — AI + RAG + MCP for QA engineers. Working code + 5-week learning roadmap
MemHop
Embedded long-term memory database for AI agents & LLM apps. Six-layer cognitive architecture, knowledge graph, hybrid BM25 + vector search, sleep-time memory consolidation. One .…
Gpt Rag MCP
gpt-rag-mcp
ZSN.AgentBrook
AgentBrook
Langchain Rag Agent
智净灵境 — 基于 LangChain RAG + MCP 的扫地/拖地机器人 AI 智能客服系统。 采用 Streamlit 构建双页面 Web 应用（用户智能问答 + 商家知识库管理），以 Qwen3-Max 作为推理引擎，ChromaDB 作为向量数据库实现语义检索，通过 MCP 协议集成高德地图实现 IP 定位与天气感知。
Hexclaw
HexClaw — 企业级 AI Agent 后端。多模型对话，RAG 知识库，Tool Call 代理，Skill 系统，MCP 协议，代码沙箱，飞书/钉钉/Telegram 等多平台 IM 接入。Hexagon 生态 L3。
AI Based Development Lecture
Yapay Zeka destekli yazılım geliştirme dersine ait notların ve örnek uygulamaların yer aldığı kod reposudur.
Rag Chat
A production-ready RAG (Retrieval Augmented Generation) system for chatting with your documents
AI Agent Handbook
中文 AI Agent 实战手册 | Chinese AI Agent Handbook - 从零基础到全栈开发，最通俗易懂的 Agent 教程（双语 Bilingual）
Isnad
Grade every agent, scraper and model in a claim's chain — provenance, trust scoring and audit evidence for LLM pipelines
Whoosh
Fast, pure-Python full-text indexing and search. Actively maintained continuation of Whoosh / whoosh-reloaded. Install: pip install whoosh3
EagleRAG
Search knowledge by what documents mean and how they look — not one or the other.
Splitter MR
Chunk your data into markdown text blocks for your LLM applications
Fabrik Codek
Local AI dev assistant powered by Qwen — hybrid RAG, knowledge graph, REST API, and data flywheel
Ontorag
ontorag cli and core library
Advanced Memory MCP
Zettelkasten knowledge management MCP server for Claude Desktop with knowledge graphs, imoort/export tools, and Claude Skills integration"
Local AI Coding Setup
Complete local AI coding pipeline: Qwen3.5-35B-A3B + llama-server + TurboQuant + OpenCode + Context7 MCP + Chrome DevTools. 188 t/s on RTX 5090, zero cloud APIs.
AiduMEI
aiduMEI⚕爱嘟优忆思——aidu Memory Engine Insight · 智能体通用智慧引擎——Excellent memory system for all agents.