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.
Biblioteca Sophia
Biblioteca RAG local (ChromaDB) com MCP para Claude, busca hibrida BM25+vetorial e interface web
Support Toolkit MCP
Java/Spring Boot MCP (Model Context Protocol) server exposing customer-support tools like order lookup, knowledge-base search and escalation for AI agents like Claude.
Windows Computer Control Connector Claude AI
Local MCP server giving Claude Desktop (Windows app) direct mouse, keyboard, and clipboard control — cursor movement, left/right/double/triple click, scroll up/down, drag-select,…
Office Ts
TypeScript MCP server for reading and editing Microsoft Word .docx files: paragraphs, tables, lists.
Codex Lang Coach
A local-first coding agent(Codex, Claude code, Cursor) plugin that turns everyday prompts into private, reusable language lessons with MCP tools, SQLite storage, and an interactiv…
Grooveseek
MCP server for semantic hybrid search (sqlite-vec + FTS5 with optional cross-encoder reranking) over a Markdown / plain-text knowledge base
Rag For Terraform
RAG (Retrieval-Augmented Generation) backend for organisational Terraform module knowledge.
MiniOpsAgent
一个面向运维场景的轻量级终端 AI Agent，支持本地工具调用、命令执行、RAG 检索、MCP 接入和 Runtime API。
Anatomy Of A Knowledge Base
Runnable teaching implementation of the Cerebras knowledge-base architecture: one embeddings table, five fused retrievers, LLM rerank, cited answers. CLI, MCP, and web surfaces.
Jatoba Brain
Memória persistente multi-projeto para agentes de IA via MCP, com PostgreSQL, pgvector, Git, Graphify e exportação automática de documentação.
DIskANN Agent
Rust DiskANN-based long-term memory and vector retrieval platform for LLM agents, featuring LangGraph orchestration, MCP tools, streaming React UI, dynamic indexing, benchmarks, a…
Go Server Ak
(BACKEND )An MCP-compatible vector search server built in Go, powered by Pinecone and OpenAI.
Slopnesia
Minimal MCP memory server with optional embeddings - under 300MB total
Python Matrix Multiplication
A comprehensive Python implementation of matrix multiplication with 100% test coverage, educational examples, and GitHub MCP integration
Graph Rag
GraphRAG Local Search implementation in Go with OpenAI API and MCP protocol support
Ares Chat
Local AI chat agent with MCP integration, session RAG, persistent memory, knowledge graph, and multi-model support — powered by AWS Bedrock Claude.
Cohermes
A team of AI coding agents that share one brain — a Hermes extension whose per-user memory becomes a shared, governed Context Graph.
Pymilvus Code Generate Helper
A pimilvus code generating helper with SSE-based MCP support
Multi Server MCP
A modular, extensible agent system using the MCP (Model Context Protocol) to connect multiple tool servers (math, text utilities, code execution, and more) to a FastAPI backend an…
Cursorbridgemcp
Leverage Cursor’s powerful new MCP feature with this lightweight Python FastMCP server with a Google Docs agent.
Elastica MCP Server
Efficient server implementation that leverages the Elastica Cosserat-Rod simulation framework to facilitate Model Context Protocol (MCP).
Modelcontextprotocol Local Search
A Model Context Protocol server for vector search over local files using transformers.js and FAISS
Azure Functions Openai Rag Cosmosdb Go
This sample contains an Azure Function using OpenAI bindings extension to highlight OpenAI retrieval augmented generation with Cosmos DB and exposing as an MCP tool
Kbsearch MCP Server
MCP server for internal RAG pipeline tools
Template MCP Config
Unified MCP configuration template with Context7 integration and comprehensive tooling for development environments
N8n MCP Workflows
suba n8n, configure mcp no cursor, e crie fluxos em linguagem natural sem drag and drop
RedAgent
All-in-one offensive security toolbox with AI agent and MCP architecture. Integrates tools like Nmap, Metasploit, FFUF, SQLMap. Enables pentesting, bug bounty hunting, threat hunt…
Oracle MCP Memory
Enterprise-grade MCP memory server with Oracle Cloud Storage integration - solves AI context loss with 20GB free cloud storage
Bitcoin Balance API MCP
Bitcoin Balance MCP Server Plugin
Codesteer Atlas
A local MCP server for codebase indexing and hybrid semantic search. Powering AI agents with AST-guided context maps, lightning-fast LanceDB vector search, and 100% offline privac…
Claude Dash
A TUI dashboard for Claude Code setup - see your CLAUDE.md, MCP servers, and skills at a glance
Onai Vibecoding Starter
Готовый шаблон проекта для вайбкодинга в Claude Code: скиллы, память (Memory Bank + index), MCP (Context7 и др.), конституция CLAUDE.md, борд задач, гайд. MIT.
Build With Supragent Plugin
Claude Code plugin: build, configure & embed SuprAgent agents over the SuprAgent MCP (OAuth).
Web Knowledge Crawler
A distributed Model Context Protocol (MCP) server implementing an intelligent web ingestion and retrieval-augmented generation pipeline for AI agents and coding assistants.
Coordinated Swarm Intelligence
This project introduces the Model Context Protocol (MCP), a lightweight communication layer enabling UAV swarms in disaster zones to share real-time context. Each UAV, guided by R…
MathMind Intelligent Math Solver Powered By MCP
MCP-MathMind – An AI-powered, human-in-the-loop math tutor built with MCP (Model Context Protocol) for tool integration, DSPy for feedback-driven prompt optimization, LangChain fo…
Agentic Platform Engineering
Agentic Platform Engineering architecture leveraging GitHub Copilot and Model Context Protocol (MCP)
Dicionario Da Rag
MCP (Model Context Protocol) implementation to allow llms to interact with Dicionario da Real Academia Galega
GitHub.Issue.Searcher.MCP
🔍 A Model Context Protocol (MCP) server that provides semantic search capabilities for GitHub repository issues using FAISS and OpenAI embeddings. Perfect for developers who want…
LocalKB
An MCP (Model Context Protocol) server for local knowledge base operations. LocalKB allows agents to create, manage, and search personal knowledge bases using semantic search and…
AI Agent Using MCP USE
An interactive AI agent that leverages Model Context Protocol (MCP) servers to perform various tasks including web browsing, Airbnb searching, and 3D content creation using Blende…
Assistente F1
Sistema inteligente distribuído utilizando RAG (Retrieval-Augmented Generation) e MCP (Model Context Protocol) para resolver problemas relacionados formula 1.
LLME
The ultimate Ai frontend: an encrypted desktop client, a multi-backend model server, per-user document RAG, and a real Model Context Protocol (MCP) agent layer.
Multi Tool Agent
A conversational AI agent built with LangGraph and Ollama that dynamically routes queries to multiple Model Context Protocol (MCP) servers, including Context7 and the Met Museum.
AdameusCodeHelperAndRance
AI Code Helper 是一个基于Spring Boot 3和LangChain4j构建的企业级 AI编程助手后端服务。本项目旨在探索 Java 生态下的 LLM 应用开发最佳实践，集成了 RAG (检索增强生成)、分布式会话管理、多模态交互以及前沿的 MCP (Model Context Protocol)协议。
AWS Storage MCP
A Model Context Protocol (MCP) server that enables natural language interactions with AWS storage services through Amazon Q CLI.
Financial Risk And Compliance Manager A2A
It leverages the Agent-to-Agent (A2A) protocol for inter-agent communication and the Model Context Protocol (MCP) server for standardized access to Generative AI tools, such as Re…
Shop Assist MCP
🧠A fully customizable, AI-powered chatbot designed to seamlessly integrate with your Shopify store, offering a next-gen conversational shopping experience. Built with scalability…
AI Powered Accessibility Testing With Playwright MCP
This project demonstrates an innovative approach to accessibility testing by leveraging Playwright's Model Context Protocol (MCP) capabilities.
AI Data Enhancement Poc
Test project to learn about the Model-Context-Protocol (MCP) interface and implementing RAG for AI agents to enhance structured datasets.