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.
Koog CLI
A demo of using Koog to build a CLI assistant that can parse API specs and/or leverage MCP servers to fulfill user's queries
Multi Agent RAG With FastMCP
A multi-agent AI system using FastAPI that answers FAQ queries using Retrieval-Augmented Generation (RAG), provides weather information, and manages tasks through a FastMCP Todo s…
Fastmcp Jina Minsearch Clone Of Context7
MCP server - a clone of Context7 - takes repo with docs from Github, downloads it and makes it searchable
Agentic AI Hybrid Planning Decision Making
Reasoning-driven, tool-using agent that plans and executes actions across multiple MCP servers. It combines perception (intent/tool selection), planning (single or multi-step), ex…
Unifeast Chatbot
Food recommendation chatbot using LangChain, MCP servers, and Pinecone semantic search. ML and AI Part of the project Unifeast.
Sprite Codia MCP
SpriteCodia is a tool that leverages the Model Context Protocol (MCP) TypeScript SDK to efficiently crawl and extract sprites from Codia within Figma, simplifying asset retrieval…
Xcpng
MCP server for XCP-ng / Xen Orchestra — VM, host, storage, and snapshot management
Az Storage Svc Sample
This repository implements an MCP (Model Context Protocol) server that exposes various functionalities on an Azure Blob Storage account. It is based on the MCP SDK from Anthropic,…
Aurora Grimoire
MCP server for Aurora OS documentation retrieval. Feeds your RAG pipeline with relevant, up-to-date snippets from https://developer.auroraos.ru/ — no fluff, no hallucinations.
LGTM
Fetch random LGTM (Looks Good To Me) images for use in code reviews and developer communications. Enhance your team's collaboration by easily embedding fun and relevant images in…
Astrotask
Manage and organize tasks efficiently with AI agent integration. Create, update, query, and track tasks with hierarchical support and real-time feedback. Enhance productivity by l…
Solana Dev Essentials
Search Solana documentation to quickly find concepts, guides, and examples. Inspect on-chain state by fetching balances, accounts, transactions, blocks, and slots. Create and mana…
claude-fidelity-mcp
Enables interaction with Fidelity Investments brokerage accounts using Playwright browser automation to manage balances, positions, and trades. It supports secure 2FA authenticati…
Plasmate
Agent-native headless browser for AI agents. Converts web pages to a Semantic Object Model (SOM) instead of raw HTML — 17x average token reduction across real-world sites (up to 1…
MWGMorningwood/Central-Memory-MCP
grounded knowledge graph for multiple developers using Azure Functions MCP triggers and Table storage.
gjenkins20/webmin-mcp-server
MCP server for Webmin with 61 tools for Linux system administration: services, users, storage, security, databases, and more.
hanselhansel/aeo-cli
100 AEO scoring.
SonAIengine/graph-tool-call
tools.
wazionapps/nexo
Shiffrin memory model (STM/LTM/sensory register), semantic RAG, Ebbinghaus decay, trust scoring, and 76+ MCP tools.
Crypto Research Server
Provide a specialized MCP server that enables integration with cryptocurrency research data and tools. Facilitate access to crypto-related resources and operations to enhance LLM…
osrs-stat
Track any player's skills, activities, and boss kills. Explore leaderboards for skills, bosses, minigames, and clue scrolls. Compare multiple players side by side to settle braggi…
Memoryvault
MemoryVault — a self-hosted, graph-aware memory server for AI assistants. Cloudflare Workers + D1 + MCP.
AgentRecall
Agent memory in a single SQLite file — no vector DB, no server, no cloud. Python lib + MCP server + CLI.
ArcGIS JavaScript AI Component
A production-style demo showcasing how to combine ArcGIS Maps SDK, ArcGIS Assistant agents, and a custom LangGraph agent for natural language map interaction and automated feature…
Foundryiq Ft Cosmos
Demo environment comparing RAG implementation patterns on Azure: Microsoft Foundry IQ with Content Understanding vs. classic Azure AI Search. Includes MCP server for Cosmos DB, In…
io.github.AIDataNordic/food-recipe-mcp
Semantic search across 50,000+ food recipes with hybrid retrieval and reranking.
Funding Rate Arbitrage Scanner API
Cross-venue perp funding rate arb — Hyperliquid, Binance, Bybit, OKX spreads. x402.
Hyperliquid Whale Position Tracker API
Top Hyperliquid trader positions — long/short, size, PnL, leverage, sentiment. x402.
Wallet Portfolio Tracker API
Crypto wallet balances, ERC-20 tokens, USD values across Base and Ethereum. x402.
io.github.speteai/agentdata-mcp
Crypto market data for AI agents via x402. 16 tools: prices, funding, DeFi yields, arbitrage, TA.
ReactiveMemory MCP Server
ReactiveMemory MCP server with vector-compatible storage, mining pipeline, and temporal knowledge graph.
Lichess Integration
Interact with the Lichess chess platform using natural language to manage your account, play games, analyze positions, and participate in tournaments. Seamlessly control your ches…
Pylon Server
Integrate your applications with the Pylon API to manage users, contacts, issues, and knowledge base articles seamlessly. Access and manipulate Pylon data through a comprehensive…
Keka HR Integration Server
Integrate and automate Keka HR platform features such as employee management, attendance, leave, payslip, and holiday data through a secure MCP server. Utilize OAuth2 authenticati…
Rekko AI — Prediction Market Intelligence
Prediction market intelligence for Kalshi, Polymarket, and Robinhood. 25 MCP tools for AI analysis, arbitrage detection, strategy signals, portfolio tracking, and market screening…
AgentBroker
API-first crypto exchange for AI agents. Trade BTC, ETH, SOL, AVAX, LINK, DOT and more with market and limit orders. Register an agent account, check balances, deposit USDC, selec…
WordPress & WooCommerce API Server
Expose WordPress and WooCommerce REST API tools to enable seamless integration and interaction with WordPress sites. Facilitate automated content management and e-commerce operati…
Stochastic Thinking Server
Provide advanced stochastic algorithms and probabilistic decision-making capabilities to enhance AI assistants' decision-making processes. Enable exploration of multiple future sc…
Memory Box MCP Server
Save, search, and format memories with semantic understanding. Enhance your memory management by leveraging advanced semantic search capabilities directly from Cline. Organize and…
NexusBridge
Access 200+ AI models and 10 service categories through a single NexusBridge API key. Run LLM chat completions, code generation, image generation, text embeddings, web search, doc…
Gemini Thinking 2.5 Pro
Leverage advanced analytical thinking capabilities to break down complex problems and generate thoughtful responses. Enhance your problem-solving process with insights, confidence…
Sentry Server
Fetch and manage Sentry issue and event details seamlessly. Integrate with your Sentry projects to retrieve insights and streamline your debugging process. Enhance your workflow b…
Vestige MCP
Provide comprehensive access to Vestige API data and analytics through a standardized protocol interface. Query networks, protocols, assets, pools, trades, balances, notes, and va…
Flux Cloudflare MCP
Generate high-quality images using AI with seamless integration into your applications. Leverage customizable parameters for image generation and enjoy secure processing through C…
koalr-mcp
Koalr — Deployment Intelligence MCP Server Query your engineering data directly from Claude. Koalr's MCP server gives AI assistants read-only access to your GitHub-connected engi…
Brian Knows
Enhance your applications with intelligent context-aware capabilities. Leverage real-world data and tools seamlessly to create more interactive and responsive user experiences.
Notion API Server
Enable seamless interaction with your Notion workspace through natural language commands. Automate content retrieval, page creation, and commenting by leveraging the Notion API vi…
WeatherXM Pro Weather Data Server
Provide real-time and historical weather data, forecasts, alerts, and station information from the WeatherXM decentralized weather network worldwide. Enable detailed weather insig…
Quake-Coding-Arena-MCP
# 🎯 Enhanced Quake Coding Arena Premium TypeScript MCP server that gamifies your development environment with authentic Quake 3 Arena sounds and dual voice announcers. ## 🎮 Featu…
Supabase Admin
Manage Supabase projects end to end across database, auth, storage, and realtime. Automate migrations and schema sync, generate types and CRUD APIs, and handle roles, policies, an…