Tag

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.

4.8K

live servers

avg trust

129K

most stars

3801

StratIQ

An autonomous multi-agent AI platform leveraging Model Context Protocol (MCP) and debate-driven orchestration to deliver predictive churn and attrition risk insights.

3802

Ollama MCP Proxy

A comprehensive Model Context Protocol (MCP) proxy server that bridges MCP clients with Ollama's local language models, providing advanced features like RAG integration, context m…

3803

MDC Sky Facial Recognition Project

Building "Skyy Facial Recognition," a privacy-first AI tool. The system is built on a local-first architecture using Python , insightface for recognition , and ChromaDB for vector…

3804

Style AI Agent

A Python-based utility featuring an MCP-style (Model Context Protocol) architecture for return and warranty management. It leverages a Coordinator-Agent design to handle data inge…

3805

Gbbai AI Foundry MCP PostgreSQL

Build a conversational AI agent that analyses sales data using Azure AI Foundry Agent Service, Model Context Protocol (MCP) for external data connections, and PostgreSQL with Row…

3806

Mcbot01

A comprehensive, AI-powered research assistant that combines Graph Database technology with Retrieval-Augmented Generation (GraphRAG) to provide intelligent document processing, a…

3807

Enterprise Grade Agentic RAG System For Multi Format Document Intelligence Using MCP

A Retrieval-Augmented Generation (RAG) chatbot for multi-format document question answering, using embeddings, FAISS, and OpenAI’s GPT models. Built with Streamlit for an interact…

3808

AI Docs Assistant

This project demonstrates a complete Retrieval-Augmented Generation (RAG) pipeline built using LangChain, Groq’s ultra-fast LLaMA3-8B, and HuggingFace sentence-transformers to ena…

3809

LingXi Agent

基于 **Spring Boot 3** 与 **Spring AI** 构建的 Java AI 智能体项目，集成阿里云通义千问（DashScope）、RAG 知识库增强、工具调用（Function Calling）以及 MCP（Model Context Protocol）客户端/服务端能力。

3810

Sona Structured Object Notation Architecture

SONA for high-scale industrial RAG and the Model Context Protocol (MCP)

3811

SynapseRAG MCP

A highly modular, pluggable RAG system and knowledge bridge built for the Model Context Protocol (MCP).

3812

Vetorial Search Service

Backend API for data registration and semantic search, acting as an MCP (Model Context Protocol) context provider.

3813

Enterprise Kos

An AI platform featuring a custom Model Context Protocol (MCP) gateway, Hybrid RAG, and Multi-Agent Orchestration.

3814

Slack Smart Search

A Model Context Protocol (MCP) server that provides semantic search over historical Slack messages using vector embeddings

3815

Knowledge Assistant

Knowledge Assistant is a RAG (Retrieval Augmented Generation) system with MCP (Model Context Protocol) integration for personal knowledge management.

3816

Research MCP Oss

A local academic paper library exposed as Model Context Protocol tools. Find papers, locate passages, verify citations before you cite them.

3817

Vaultspec Rag

Search code and feature records by meaning through the command line or Model Context Protocol (MCP). Inference runs on your GPU.

3818

Ollqd

📚 Index codebases and docs into Qdrant with Ollama embeddings, enabling AI assistants to search code via Model Context Protocol (MCP).

3819

Rag Tools

A RAG-based tool retrieval system for MCP (Model Context Protocol) servers. This module enables intelligent, semantic search over MCP tools for AI agents.

3820

Insight Agent

An autonomous AI agent that uses RAG and the Model Context Protocol (MCP) to conduct deep research and generate comprehensive reports on any topic.

3821

Agent Dev Kit

Banking AI Agent with MCP & RAG - Production-ready customer service assistant using Google ADK, Model Context Protocol for secure data access, and Retrieval Augmented Generation f…

3822

Whatsapp Distributor Agent

An enterprise-grade WhatsApp automation workflow deployed via n8n, leveraging the Model Context Protocol (MCP) to orchestrate Odoo ERP operations.

3823

Agentic Calendar Assistant

Planr.ai — An open-source, agentic calendar assistant leveraging Descope, Model Context Protocol (MCP), and streaming LLMs to automate schedule management.

3824

Second Brain CLI

A Rust CLI for RAG - indexing markdown notes with local vector embeddings and exposing them to AI assistants via MCP (Model Context Protocol).

3825

ARS Autonomous Research

To explore advanced microservices, DAG orchestration, and autonomous LLM behaviors.mcp model-context-protocol ai llm agent typescript nodejs qwen llama deepseek gemma mistral sear…

3826

Novara Mvp Rag

An enterprise-grade AI assistant for Environmental Health and Safety (EHS). Features a LangGraph orchestrator, Advanced RAG for static policies (with PII redaction), and secure M…

3827

Custom MCP Router

Custom MCP Router is a drop-in replica of the core Model Context Protocol (MCP) server execution loop. It dynamically generates and reads JSON configurations to function as an au…

3828

Med Agent

从零目录重建的医疗知识检索与受控 Agent 学习工程。项目目标是用一份可审计、可复现的本地代码库学习检索增强生成（RAG）、Agent 工具循环、Model Context Protocol（MCP）服务与离线评测的工程化方法，并产出可经追问的求职证据。

3829

Hyperleda MCP

Toy Model Context Protocol server for HyperLEDA extragalactic database

3830

Agents On Azure

shivachittamuru

Leveraging Model Context Protocol (MCP) to create standardized agents on Azure

updated a year ago

3831

Multi Agent Rag Chatbot

Multi-agent RAG chatbot with Model Context Protocol (MCP) for intelligent document Q&A across PDF, DOCX, PPTX, CSV, TXT, and MD formats

3832

Deep Search Lightning

A lightweight, pure web search solution for large language models, supporting multi-engine aggregated search, deep reflection and result evaluation. A balanced approach between we…

3833

Rag Evaluation MCP Server

MCP server rag evaluation

3834

Local Rag Omscs

Trying to use mcp servers for setting up local rag

3835

Codeminder

Code-RAG MCP Server

3836

Rag Memo MCP

rag-based memory mcp server

3837

Qi V2 Knowledge

a knowledge mcp server using rag and chromadb

3838

Hexo Blog Rag MCP

A RAG mcp server for hexo blog

3839

Brain Rag

Hybrid retrieval-augmented search over a corpus of markdown files. Vector and keyword search fused into one ranking, optionally reranked by a cross-encoder, served locally over a…

3840