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.
Danbooru Tags
Extract tags from any Danbooru post and explore categories at a glance. Analyze character-specific tag frequencies to surface top traits and clothing patterns. Look up tag and cha…
Korean Law Search
Search and retrieve Korean statutes and administrative rules with precise filters. Access English translations and drill down to articles, paragraphs, and sub-items. Explore linka…
Markdown Downloader
Download webpages as markdown files effortlessly. Convert web content into markdown format with a simple command, and manage your downloads with ease. Enjoy a configurable downloa…
Glazyr Viz
Glazyr Viz bypasses fragile DOM scraping and Cloudflare blocks by feeding raw Chromium memory frames directly to your AI agent. Achieve 177 FPS zero-copy vision with built-in, age…
GrabMaps MCP Server
Provide seamless access to GrabMaps geocoding and routing services across 8 countries in Southeast Asia through a standardized MCP interface. Enable AI models and applications to…
Grimoire Spellbook Server
Provide a comprehensive spellbook for Dungeons & Dragons 5th Edition to enhance your gameplay experience. Access detailed spell information and manage your spell resources efficie…
Multi-Provider Web Search Server
Provide unified web search capabilities by leveraging multiple search providers with automatic fallback to maximize your search quota. Perform searches across Google, Tavily, Duck…
Greeting
Enhance your applications with personalized greeting capabilities. Easily integrate and customize greetings to improve user engagement and experience. Leverage the power of the Mo…
Somnia
Search official Somnia documentation and query on-chain data for accounts, transactions, and blocks. Manage a wallet to view balances, transfer native or token assets, and control…
Gmail Email Management Server
Manage your Gmail emails, threads, labels, drafts, and settings through a standardized interface. Send, draft, and organize emails efficiently with full Gmail API coverage. Secure…
philippine-geocoding
Explore the Philippines’ administrative hierarchy from island groups to barangays. Search places by name, validate official codes, and retrieve parent-child relationships for accu…
Lunch Flow: connect your banks and financial data
Connect your bank accounts to view real-time balances, transactions, and spending insights. Search and compare activity across accounts, merchants, and categories to answer money…
Leave Manager
Track and manage employee leave with instant access to balances and history. Retrieve comprehensive employee profiles and recent activity, and generate work reports for selected t…
rcmcp
Search and retrieve UAB Research Computing documentation on Cheaha, SLURM, software, storage, and support. Get quick-start guidance for Cheaha, find office hours and contacts, and…
DragonSwap
Swap tokens on Sei with instant quotes and streamlined execution. Explore available liquidity pools to find optimal trading opportunities. Wrap SEI and manage approvals to complet…
Say Hello Smithery MCP Server
Enable AI-assisted development with integrated workflow automation, Python hosting management, and cloud deployment monitoring. Simplify your development process by leveraging pre…
Zettelkasten Knowledge Management Server
Manage and explore atomic notes using the Zettelkasten methodology through an MCP-compatible interface. Create, link, search, and synthesize notes with AI assistance to build a ri…
Ask MCP Server
Provide seamless access to multiple premium AI models through OpenRouter with secure OAuth authentication and easy setup. Integrate effortlessly with MCP-compatible clients like C…
selfhosted-supabase
Control your self-hosted Supabase from your development environment. Browse schemas, run SQL, manage migrations and auth users, inspect stats, and work with storage and realtime.…
HAP Application Platform（HAP 应用平台）
对 AI 特别友好的超级应用平台，专注于零代码搭建企业级应用与超自动化工作流 **An AI-Native Super App Platform for Zero-Code Enterprise Application Building & Hyper Automation** **HAP（Mingdao Cloud）** 是中国领先的 **零代码（N…
Pragmatic RAG Agents Core
Build and deploy pragmatic retrieval-augmented generation (RAG) agents efficiently. Integrate various data sources and APIs to enhance your AI agents' capabilities. Streamline age…
LinkedIn Profile Data Mining Server
Enable advanced LinkedIn profile search, extraction, and contact information enrichment through a powerful MCP server. Leverage AI-powered query expansion, smart filtering, and mu…
Xiajiao
AI Agent team collaboration platform — npm start, no Docker needed
Recall MCP
Persistent, searchable memory for AI agents over the Model Context Protocol, enabling memory storage, full-text search with BM25 ranking, and retrieval across sessions.
AIForge
The #1 AI-native monorepo template — Next.js + Expo + FastAPI + LangGraph + Supabase with 90% code sharing
Confidentialmind MCP Agent
FastMCP client agent with PostgreSQL and RAG MCP servers in dual mode: API/HTTP or local/stdio
Obsidian Milvus FastMCP
obsidian-milvus-FastMCP
AI Powered Leave Management System With Claude MCP And SQLite
A lightweight, AI-powered leave management app built for learning. It uses Claude for natural language input, FastMCP for modular commands, and SQLite for data storage. Features i…
Neo4j Vectordb
MCP server that mimics a pure vector database using Neo4j - vector search, fulltext search, NO graph traversal. Designed to compare Vector RAG vs GraphRAG effectiveness. Uses Open…
Calibremcp
FastMCP 3.2 MCP server for Calibre e-book library management — AI-assisted search, RAG, and agentic workflows.
Poke Bank
FastMCP server exposing Open Banking (Enable Banking) as MCP tools — get_auth_url, exchange_code, list_accounts, get_transactions, get_balances
Manger Leave System Lpmr
A simple yet powerful leave management system built with FastMCP (Model Context Protocol). This system allows organizations to manage employee leave requests, approvals, and balan…
Rag Demo
simple rag with fastMCP, azure ai search, azure openai
Fastmcp Chroma Ollama
Local memory system for LLM assistants using ChromaDB, Ollama, and FastMCP
Fastmcp Cocktail Rag
RAG (Retrieval-Augmented Generation) system using FastMCP and LMStudio to answer cocktail questions.
Notes With Mini Project
Remote MCP Expense Tracker built with FastMCP (Streamable HTTP). Track expenses via natural-language chat in Claude Desktop: add, list, and summarize transactions. Uses SQLite sto…
Plexmcp
FastMCP 3.1 MCP server for Plex Media Server — portmanteau tools, optional sampling and agentic workflows, optional RAG, and a glassmorphism webapp
AsesinoMCP Server
AsesinoMCP Server – A FastMCP-based productivity server that manages tasks, habits, expenses, and notes with a built-in reward system and SQLite storage..
Drag.ai MCP Chatbbot
AI-MCP Orchestrator” — ChatGPT-style Agentic System integrating LangChain, LangGraph, FastMCP, and Google MCP SDK, with 10 MCP tools, toggleable UI, persistent memory, and reactiv…
SammelsuriumMCP
This is a simple server application built using FastMCP, designed to handle various tools for retrieving information such as weather forecasts, web searches, Wikipedia queries, an…
Test Coach
This project implements an AI-powered testing and code-fixing server using FastMCP and OpenAI. It provides tools to generate tests, run them under coverage, and suggest code fixes.
Recipe MCP
A comprehensive Model Context Protocol (MCP) server that provides recipe search, storage, and meal planning functionality using TheMealDB API. Built with FastMCP and designed for…
Nano Brain
A tiny brain for your AI agent. Local MCP server with persistent memory — hybrid search (BM25 + vector + LLM reranking) across sessions, codebase, and notes. Works with Opencode,…
Skill Depot
RAG-based skill retrieval system for AI agents. Scalable long-term storage with semantic search via MCP.
Libscope
AI-powered knowledge base with MCP integration — query library docs, internal wikis, and topics with semantic search
Code Rag MCP
MCP (Model Context Protocol) server for semantic code search. Replace grep/ripgrep with understanding-based code search.
Smriti MCP
Smriti is a Model Context Protocol (MCP) server that provides persistent, graph-based memory for LLM applications. Built on LadybugDB (embedded property graph database), it uses E…
Cursor Kg
High-performance Knowledge Graph MCP Server for Cursor IDE with local embeddings, advanced search, and comprehensive security features
Agentic Memory
Cognitive memory system for AI agents. Separate stores for semantic, episodic, and procedural memory. Multimodal embeddings via Gemini Embedding 2. Grounded in DeepMind AGI cognit…
Engraph
Local knowledge graph for AI agents. Hybrid search + MCP server for Obsidian vaults.