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.
Langgraph Autogent
MCP (Model Context Protocol) is a research and development project aimed at integrating LangGraph and AutoGen Agent with the Model Context Protocol (MCP) framework. This project f…
Video Answer Agent
AI answer engine that powers Q&A for a video feed through agentic AI workflow with RAG + MCP
Legal Snips MCP
Legal research snippet manager with MCP integration - supports both simple JSON storage and advanced PostgreSQL/pgvector semantic search
Multilead MCP
MCP server for Multilead/Skylead API with 50 tools, HTTP transport support, and 100% test coverage
Whatsapp Rag
Self-hosted WhatsApp assistant using the Model Context Protocol (MCP) and OpenAI. Automates chats, messaging, and contact interactions.
Context Compression MCP Server
A Model Context Protocol (MCP) server that provides context compression and storage capabilities using SQLite database with zlib compression
MyMiniAgent
小小Agent，含有多个智能体协作、function_calling、MCP、RAG 个人知识库，接入了搜索引擎api，可以聊天、写文、搜索、文件操作、打开电脑应用、打开网站等操作
Agentic Math Reasoning System With Qwen 3 Qdrant RAG And MCP Web Tools
Agentic math reasoning system using LangGraph, Qwen 3, Qdrant RAG, and MCP web tools to solve university/JEE-style problems with verified, step-by-step explanations. Combines Hend…
Rag MessagingApp Bot
Telegram Bot is an AI assistant that answers using RAG implemented through MCP for structured tool/context integration. It supports asynchronous Telegram interactions and multiple…
Visakha MCP
Intelligent FAQ search using MCP with hybrid TF-IDF and semantic embeddings
Blender Kb MCP
Blender Knowledge Base Document Ingest + MCP Server
DB Scout Zerokelvin
An Agentic RAG framework using MCP and In-Memory Knowledge Graphs to transform legacy enterprise databases into self-healing, searchable knowledge bases.
Omnigraph Rag
Production-grade Multimodal Graph-RAG & Self-Reflective Agent Engine with FastMCP
HR Policy Agent
An agentic HR assistant combining policy RAG, MCP tools, LangGraph, SQLite, and a FastAPI web interface.
Agentic AI Assistant
A production-oriented AI assistant backend built with FastAPI, LangGraph, MCP, RAG, Qdrant, Mem0, Redis, and multimodal/voice AI.
Girishsap45 Design
AI/ML Engineer | Generative AI Engineer | Building enterprise AI applications with Python, FastAPI, LangChain, LangGraph, MCP, RAG, and Cloud Technologies.
Compliance Agent
Compliance Agent para normativos PIX com Pydantic AI, Amazon Bedrock, MCP, FastAPI e RAG.
Chatdoc
Document RAG + MCP Skills tool routing (LangChain/Chroma)
Rag Architect MCP
"Give your AI Agents a brain to choose the right RAG. A stateful MCP server that interviews you to blueprint the perfect RAG pipeline." (中譯：讓你的 AI 代理人擁有選擇正確 RAG 的大腦。一個透過訪談為您規劃完美 R…
Nextcloud MCP Gateway
Nextcloud Data Plane MCP Server for TheNovaNodes (WebDAV, Files, Notes, CRM & User Cloud Storage)
Curia
Curia — multi-model deliberation with code RAG (watchtower UI + MCP agent control plane)
Smb Cash Flow Copilot
Agentic SMB Cash-Flow & FP&A Copilot — Google ADK + MCP + Gemini + hybrid RAG, with a numeric-provenance trust layer (private until submission).
Douyin Knowledge MCP
Local-first Douyin knowledge ingestion and MCP server for transcription, OCR, favorites processing, and downstream RAG workflows.
Qdrant Mcpserver
A simple MCP server to access Qdrant
NoEncode RAG Project
🚀 A minimal and functional Streamlit application that demonstrates a NoEncode RAG system using FedRAG and an MCP-powered FAQ knowledge source. This project uses an MCP ToolServer…
React Agents RAG Based Chatbot
This is an agentic bot directly communicating and using custom MCP tools from MCP server with RAG capabilities
Git Context MCP Forge
MCP(Model Context Protocol) toolkit for transforming GitHub repositories into RAG-based code assistants
Dragonballapi MCP Server
Este servidor permite interactuar con la Dragon Ball API a través de un Model Context Protocol, facilitando la integración con modelos de lenguaje y otros sistemas que consumen MC…
Inde
Protocolo MCP que interage com os dados da INDE
Agentic Trend Comparison
autonomous trend comparison across cities using agentic workflow leveraging current knowledge about MCP
R2r MCP Server Old
FastMCP-based MCP server for R2R RAG system. Provides 22 tools for document management, hybrid search, RAG queries, knowledge graphs, and conversational AI.
Weather App With Gemini And MCP
This project demonstrates a weather application that leverages the Gemini API for natural language understanding and the MCP (Multi-Agent Communication Protocol) framework for too…
Advanced ChatBot
In this multi functionality like RAG base, multi Tools with Agentic application and techs are used langchain, langgraph, fastapi, using mcp client and in frontend for UI used very…
Vaulttools
MCP & RAG based system for generating and gathering knowledge from Obsidian Vault and Anki cards
Docs Rag MCP
MCP server exposing TF-IDF RAG over a markdown corpus as tools + resources
LangGraph MCP Finance Agent
An AI-powered finance assistant that helps users track expenses through natural language. Built with LangGraph and MCP, it supports remote tool execution, persistent storage with…
Deliverable Canvas MCP
Provider-portable canvas storage MCP for strategic deliverables (proposals, briefs, frameworks)
02 Your First Server
RAG tutorial: mcp-02-your-first-server
Simple MCP Rag
Simple MCP Server for RAG
Risk Document Completion
MCP tool for automatic completion of risk assessment and governance documents using RAG and IBM WatsonX AI
Rag Agent Demo
End-to-end RAG agent demo using MCP protocol for tool integration — FastMCP server with ChromaDB + sentence-transformers as knowledge base, consumed by a Strands Agent powered by…
Garanti Bbva Ik Rag
Local-first HR RAG & Data Analysis MCP Server — Garanti BBVA PoC
Langgraph MCP Intelligence Agent
Competitive intelligence agent built with LangGraph and a custom MCP server. Scrapes Google News, stores in ChromaDB, and generates structured reports via GPT-4o-mini — with full…
Custom MCP Server Chroma DB
FastMCP server exposing a ChromaDB vector store for semantic search via MCP
Code Librarian MCP
MCP server to expose repo embedding and vector search operations
Leave Management MCP Server
Python-based Model Context Protocol (MCP) server integrated with Claude Desktop, enabling natural-language employee leave management workflows including leave balance checks, leav…
Educational Agentic Rag
Agentic RAG server using FastMCP + Pinecone that automates weekly lesson planning for primary school teachers and exports formatted Excel files
Job Hunting Hub
Job hunting hub — FastMCP aggregator HH+LinkedIn+Telegram with Neon Lakebase contacts DB + plain RAG + HITL
Incident MCP AI
An AI-assisted Incident Triage MCP Server that helps engineers investigate service incidents using semantic log search, error aggregation, RAG-based diagnosis, and runbook recomme…
Enterprise Knowledge AI Agent
Enterprise AI Knowledge Assistant built using Azure AI Foundry, Azure OpenAI, Azure AI Search, FastMCP and Model Context Protocol (MCP).