MCP servers tagged rag
4.8K 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.
Group Buy Market Banyv
为解决研发与运维场景下的重复性工作，独立设计并开发了基于Spring AI的运维智能体。将AI的核心能力（模型、提示词、工具）抽象为可配置的元数据，实现业务逻辑与AI底层能力的解耦。
Ash4d.com
Private AI platform on k3s — Ollama/Qwen3 + Milvus RAG + MCP agentic tooling + Fleet multi-cluster management
Cortex Agent
企业级多智能体 + RAG 知识库问答平台 | Enterprise multi-agent + RAG knowledge assistant: 多模型网关 / 混合检索 / ReAct Agent / 多Agent编排 / MCP，零 API Key 离线可跑，克隆即演示。Runs fully offline out of the box.
Archive Org API Knowledge Base
Internet Archive (archive.org) developer API as a queryable knowledge base for AI agents — Items, Metadata read/write, IA-S3 upload, Search & Scrape, Tasks/Changes/Views/Reviews,…
W Agent
W Agent: your WhatsApp, with a brain. Self-hosted WhatsApp ↔ AI agent with searchable context, approval outbox, and MCP.
Mdingest
Ingest blog/article/newsletter pages (Medium, Dev.to, Substack) to clean Markdown for LLMs. HTTP API, CLI, and MCP server.
Personal Assistant
Personal assistant build for claude code. Use a memory system, google cli, and playwright mcp server.
Peoplesoft Sentry
🛡️ PeopleSoft production support automation using a local LLM (llama3.3/deepseek-r1). Combines Model Context Protocol (MCP) for live DB inspection and Cache-Augmented Generation (…
Ragflow MCP Server
A mcp server to retrieve documents from ragflow
AIStor MCP Server
Model Context Protocol Server for MinIO/AIStor - Provides AI agents with comprehensive object storage capabilities
Mefs MCP Server
A Model Context Protocol (MCP) server that enables AI assistants to interact with MEFS, a decentralized storage network
Acunetix MCP Server
MCP server for Acunetix/Invicti Web Vulnerability Scanner — lets LLM operate targets, scans, vulnerabilities, reports via GraphQL+REST dual-channel (14 tools)
Sbc MCP Server
Agentic Hybrid RAG with MCP for Saudi Building Code compliance — Colab + Supabase + n8n + Claude
AI Hackathon Demo
a simple demo of RAG and MCP server use
Specflow RAG
Modular RAG MCP Server
Documind MCP
MCP server for document & codebase ingestion with local embeddings and pgvector-powered semantic search. Zero API cost.
Hr Policy Agent MCP
Initial commit: RAG agent + MCP server for HR policies
Memo Server
Local MCP server for latest library docs (Context7 clone): free, unlimited, offline-capable
Themis MCP
MCP-native RAG server for Southeast Asian legal compliance. Connects Google Drive & Notion to Claude, Cursor, Copilot via Model Context Protocol. Hybrid search (BM25 + vector) + c…
Memory Supabase
MCP Knowledge Graph Memory Server with Supabase + pgvector for semantic search
Gnoxis
Open Source Local-first, AI-powered knowledge base for developers. Ingest docs, code, meetings & requirements — search with natural language, get AI answers, and expose everything…
Claude Code On WhatsApp
Claude Code agent di WhatsApp + Telegram. Voice, vision, file analysis, RAG, multi-tool reasoning. Run di Termux Android. One-click installer.
Tastytrade
Model Context Protocol server for the TastyTrade brokerage API
Ibm Storageinsights Mcpserver
MCP Server for IBM Storage Insights publishing existing REST APIs as Tools.
AI Agent Nestjs
Modular AI agent built with NestJS and LangChain, featuring RAG (Retrieval-Augmented Generation) and session-based memory, MCP Integration
Python MCP Integrate Sample
sample demo for mcp client levarages openAI LLM execute zapier actions
Orchestrator MCP
An intelligent MCP (Model Context Protocol) server that orchestrates multiple MCP servers and provides AI-enhanced workflow automation with production-ready context engine capabil…
Pdf MCP Rag
Hybrid PDF retrieval system for MCP. Extracts PDFs with MinerU, indexes with ChromaDB (semantic) + Tantivy (BM25), and combines results via Reciprocal Rank Fusion. MCP server inte…
Building A Local Agentic RAG System With MCP
Here is the full architecture. The reasoning path diagram comes first — every node is clickable to drill down into that component.
Running Coach Memory MCP
Running Coach Memory MCP and RAG to save and get plans and insights from athletes
Internet MCP
mcp model-context-protocol ai llm agent typescript nodejs qwen llama deepseek gemma mistral searxng search-engine web-search retrieval rag tool-calling claude openwebui
AI Sticky Notes MCP Server
MCP-based sticky notes server demonstrating tools, file handling, and Claude/Desktop integration.
RAG Cursor
A powerful retrieval-augmented generation (RAG) system that combines LinkUp's web search capabilities with CrewAI's document processing workflows to provide comprehensive, context…
Compatible Agentic Discord Bot
Agentic Retrieval-Augmented Generation (RAG) system built with LangChain, Chroma, and multi-MCP tools for intelligent email and web scraping integration.
AI Tkt Sys
Production-ready AI system built with FastAPI, RAG, and MCP for intelligent ticket creation, search, and resolution using historical and multimodal knowledge.
Advanced Rag
Services for RAG. Deploy database, docling-serve, models, retrieval-mcp and various services to OpenShift and OpenShift AI
RAG MCP Product Support Assistant
Product Support Assistant with RAG and MCP integration
Agentic Secops
An autonomous, Zero-Trust Cloud SecOps agent built with LangGraph, Google ADK skills, Pinecone and MCP to automatically triage and remediate GCP IAM security alerts.
BillingAIAgent
A deterministic, multi-agent AI orchestrator for financial operations. Leverages Google Vertex AI for intent routing, LangGraph for state management, and the MCP for secure policy…
OmniAgent Chatbot
Multi-tool LangGraph agent with RAG over PDFs, live web search, stock prices, and remote MCP integration persistent SQLite memory and Streamlit chat UI powered by Groq. ---↓ proje…
AgenticAI Production Suite
Production-grade agentic AI system built phase by phase — LangGraph, ChatGroq, MCP, RAG, GraphRAG, Multi-agent, Redis, DeepEval, Docker
Unity Kb MCP
Unity Knowledge Base Document Ingest + MCP Server
Self RAG MCP Server
A backend-only Model Context Protocol (MCP) server for self-reflective retrieval augmented generation.
UzimaMesh
Uzima Mesh: An AI-driven healthcare coordination platform designed for Kenya's healthcare system. Leveraging Microsoft Agent Framework, Azure MCP, and GitHub Copilot, Uzima Mesh o…
Ars 25 MCP
MCP server for structured RAG over Arizona Family Law (ARS Title 25)
SEC RAG MCP
MCP server with a RAG pipeline over SEC EDGAR 10-K filings: section-aware chunking, BGE embeddings, ChromaDB, Loughran-McDonald sentiment, and year-over-year filing comparison.
Desktop Control MCP
An MCP server that gives LLMs the ability to see and control a Windows desktop - it provides tools for taking screenshots, clicking/dragging/scrolling the mouse, typing on the key…
HiesenMCP
HiesenMCP is a Flask-based MCP gateway that exposes Kali penetration-testing tools, file upload, and security knowledge-base workflows through REST APIs and MCP-compatible clien…
California Restaurant Rag Agentic AI Capstone
End-to-end multimodal RAG, multi-agent recommendation, and MCP restaurant application.
GitFlow
A natural language Git/GitHub assistant. You type what you want in plain English, a RAG pipeline retrieves the most relevant tool(s) from a vector store, an LLM router picks exact…