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.
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…
Nachos Embeddings
Local, privacy-first vector embeddings and semantic search using Transformers.js
Unifeast Chatbot
Food recommendation chatbot using LangChain, MCP servers, and Pinecone semantic search. ML and AI Part of the project Unifeast.
Anthropic Introduction To Model Context Protocol
This course provides comprehensive coverage of the Model Context Protocol (MCP), focusing on building both MCP servers and clients using the Python SDK
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
Rag Anythink MCP
Model Context Protocol server for advanced RAG with Knowledge Graphs
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,…
Kb MCP
MCP server for semantic hybrid search (sqlite-vec + FTS5 with optional cross-encoder reranking) over a Markdown / plain-text knowledge base
Doc Indexer MCP
Local document indexer MCP server for semantic search over PDF, Excel, SQL, Markdown, and HTML files using Qdrant and Voyage AI embeddings.
Contextplus Rs
Context+ MCP server rewritten in Rust — 17 semantic code analysis tools with Ollama embeddings, zero-copy caching, native tree-sitter
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.
Event Or Outage
EventOrOutage is leveraging LLMs to help SREs understand if a drop in traffic is due to an external event (holiday, election, sport event...) instead of an outage.
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…
EVE ESI Tool
An MCP server that integrates EVE Online's ESI API with AI assistants to enable natural language interaction with character data, market information, and assets. It provides 22 to…
Pensyve
Universal memory runtime for AI agents. 8-signal retrieval, multimodal memory, spaced-repetition decay, and procedural learning. Rust core with Python, TypeScript, Go SDKs + MCP s…
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…
hanselhansel/aeo-cli
100 AEO scoring.
SonAIengine/graph-tool-call
tools.
io.github.x-hannibal/webshift
Rust MCP server for denoised web search — fetch, clean, and rerank web content for AI agents.
io.github.x-monk/webshift
Rust MCP server for denoised web search — fetch, clean, and rerank web content for AI agents.
wazionapps/nexo
Shiffrin memory model (STM/LTM/sensory register), semantic RAG, Ebbinghaus decay, trust scoring, and 76+ MCP tools.
AliceLJY/recallnest
first with LanceDB + SQLite, zero external dependencies.
AIMLPM/markcrawl
in MCP server for web research and RAG pipelines.
Figma API Integration Server
Integrate Figma's powerful design capabilities into your applications. Leverage the MCP server to interact with Figma's API seamlessly and enhance your workflows. Simplify your de…
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…
MCP-MySQL-Ops
Monitor MySQL instances, inspect schemas, and track performance. Diagnose slow queries, locks, and connection issues to keep databases healthy. Explore databases, tables, users, a…
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…
MahoRAGa
Persistent graph-powered memory for AI agents using Kuzu embedded database.
Magi
MAGI — Multi-Agent Graph Intelligence. Universal memory server for AI agents. MCP + gRPC + REST API with semantic search, knowledge graph, and behavioral pattern analysis.
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…
rippr
Extract YouTube transcripts for AI agents, RAG pipelines, and LLM workflows. Supports any YouTube URL. Returns clean text or timestamped segments. No API keys required.
dRPC Agent Skills
Blockchain RPC via DRPC. Exposes eth_call, eth_getBalance, gas estimation, and other JSON-RPC methods as MCP tools across 100+ blockchains
:GT Protocol MCP Server
Connects MCP-compatible AI agents to GT Protocol trading accounts, enabling natural language control of automated trading bots, strategy backtesting, deal execution, and balance m…
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…
Trading Signals
Live AI crypto trading signals for AI agents. Get real-time bullish/bearish signals with entry price, stop-loss, take-profit, leverage, confidence scores, and automated verificati…
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…