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.
Chunkhound
Local first codebase intelligence
AI Engineering Hub
In-depth tutorials on LLMs, RAGs and real-world AI agent applications.
Ruoyi AI
RuoYi AI 是一个全栈式 AI 开发平台，旨在帮助开发者快速构建和部署个性化的 AI 应用。
Nexent
Nexent is a zero-code platform for auto-generating agents — no orchestration, no complex drag-and-drop required. Nexent also offers powerful capabilities for agent running control…
Bm25s
Fast lexical search implementing BM25 in Python using Numpy, Numba and Scipy
Memoryos
[EMNLP 2025 Oral] MemoryOS is designed to provide a memory operating system for personalized AI agents.
Vectorcode
A code repository indexing tool to supercharge your LLM experience.
SEC EDGAR
Access SEC EDGAR financial data through your AI assistant. Search public companies, pull income statements, balance sheets, and cash flows, browse 10-K/10-Q filings, track insider…
Headroom
Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 20% fewer tokens for coding agents, 60-95% fewer tokens for JSON, same answers. Library, proxy, MCP s…
Langchain4j Aideepin
基于AI的工作效率提升工具（聊天、绘画、知识库、工作流、 MCP服务市场、语音输入输出、长期记忆） | Ai-based productivity tools (Chat,Draw,RAG,Workflow,MCP marketplace, ASR,TTS, Long-term memory etc)
Searchat
Search + Chat = SearChat(AI Chat with Search), Support OpenAI/Anthropic/VertexAI/Gemini, DeepResearch, SearXNG, Docker. AI对话式搜索引擎，支持DeepResearch, 支持OpenAI/Anthropic/VertexAI/Gemi…
Docfork
Up-to-date docs for AI Agents. Sign up for free API key at https://docfork.com
Axon.mcp.server
Transform your codebase into an intelligent knowledge base for AI-powered development with Cursor IDE, Google AntiGravity, and MCP-enabled assistants
Victoriametrics
The implementation of Model Context Protocol (MCP) server for VictoriaMetrics
nkapila6/mcp-local-rag
"primitive" RAG-like web search model context protocol (MCP) server that runs locally. ✨ no APIs ✨
Openderisk
AI-Native Risk Intelligence Systems, OpenDeRisk——Your application system risk intelligent manager provides 7* 24-hour comprehensive and in-depth protection.
Haiku.rag
Opinionated agentic RAG powered by LanceDB, Pydantic AI, and Docling
Nosia
Self-hosted AI RAG + MCP Platform
Revornix
Built-in MCP client–powered document/news management tool with daily auto summaries, document interaction, user-defined notifications (email, apns, etc.), and customizable model s…
Pluggedin App
The Crossroads for AI Data Exchanges. A unified, self-hostable web interface for discovering, configuring, and managing Model Context Protocol (MCP) servers—bringing together AI t…
shinpr/mcp-local-rag
Semantic search for your codebase — local-first RAG MCP server with hybrid search, AST-aware chunking, and usage analytics
Ultimate MCP Server
The definitive all-in-one Model Context Protocol server for AI-assisted coding across 30+ platforms
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…
Video Search And Summarization
Blueprint for Ingesting massive volumes of live or archived videos and extract insights for summarization and interactive Q&A
Cookhero
CookHero是一个基于 LLM + RAG + Agent + 多模态的智能饮食与烹饪管理平台，支持智能菜谱查询、个性化饮食计划、AI 饮食记录、营养分析、Web 搜索增强，以及可扩展的 ReAct Agent / Subagent 工具体系，帮助厨房新手轻松成为“烹饪英雄”。
Spring AI Playground
Spring AI Playground is a self-hosted web UI for low-code AI tool development with live MCP server registration. It includes MCP server inspection, agentic chat, and integrated LL…
Deepwideresearch
Agentic RAG for any scenario. Customize sources, depth, and width
Ragrabbit
Open Source, Self-Hosted, AI Search and LLM.txt for your website
Mcphub Desktop
MCPHub Desktop 是一款基于 Tauri 2 构建的桌面客户端，用于在个人电脑上统一管理 MCP服务器、Skills、RAG 知识库。所有进程、配置、密钥与向量数据都运行/保存在用户自己的机器上，不依赖任何远端服务。
Text2sql.net
Text2Sql.Net 是一个使用DotNet和Semantic Kernel开发的Text2Sql工具
Qdrant Loader
Enterprise-ready vector database toolkit for building searchable knowledge bases from multiple data sources. Supports multi-project management, automatic ingestion from Confluence…
zilliztech/mcp-server-milvus
Model Context Protocol Servers for Milvus
Meilisearch
A Model Context Protocol (MCP) server for interacting with Meilisearch through LLM interfaces.
Langgraph AI
LangGraph AI Repository
Forge
Forge is an open-source, self-hosted alternative for visually building and shipping AI agents and workflows without giving up control of your infrastructure.
memento-mcp
Fragment-Based Memory MCP Server — AI 중장기 기억 시스템
Apple RAG MCP
MCP server providing AI agents with instant access to Apple developer documentation via RAG technology
Codealive MCP
The most accurate and comprehensive Context Engine as a service, optimized for large codebases, powered by advanced GraphRAG and accessible via MCP. It enriches the context for AI…
Pinecone
Connect your Pinecone projects to Cursor, Claude, and other AI assistants
nonatofabio/local-faiss-mcp
Local FAISS vector store as an MCP server – drop-in local RAG for Claude / Copilot / Agents.
Memory
Inspectable local project memory for AI coding agents.
HagaiHen/facebook-mcp-server
Free Facebook MCP Server with Apify Integration - Scrape Facebook posts, pages, comments, groups, and search data using Apify actors. FastMCP-based server with sync/async modes, 5…
Awesome Context Engineering
🔥 Comprehensive survey on Context Engineering: from prompt engineering to production-grade AI systems. hundreds of papers, frameworks, and implementation guides for LLMs and AI…
PubMed
This repository contains an MCP server that searches PubMed for article abstracts using BioPython's Entrez module. It leverages the FastMCP framework to provide asynchronous searc…
TiDB
TiDB AI SDK: Unified Multi-Modal Data Platform for AI Apps & Agents - https://pingcap.github.io/ai/
Context Harness
Local-first context ingestion and retrieval for AI tools. SQLite + embeddings + MCP server for Cursor & Claude.
Context Engineering
Context Engineering: Build Consistent, Accurate, Predictable AI Systems
lightningfaucet/mcp-server
Give your AI agent a Bitcoin wallet. Send and receive Lightning payments, check balances, and manage invoices, all through MCP tool calls. Works with Claude Code, Codex, Cursor,…
Genkitx
A Genkit plugin that provides interoperability between Genkit and Model Context Protocol (MCP). Both client and server use cases are supported.
hannesrudolph/mcp-ragdocs
An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant…